reformulatee / data /rl /batch_large.jsonl
fmrod
deploy: docs atualizadas
c31002d
{"q_bad": "How do we truly understand the spiritual essence of ancient peoples through their material remains?", "q_good": "Does the spatial clustering of ochre pigment residues within a 10m² excavation unit correlate with evidence of hearth features, and can radiocarbon dating of charcoal samples from distinct stratigraphic layers establish a chronological sequence for pigment use across the site?", "source": "batch_large", "domain": "archaeology"}
{"q_bad": "What is the fundamental nature of evolutionary progress, and did mass extinctions represent nature's way of refining life toward greater complexity?", "q_good": "Did cranial morphospace utilization differ significantly between survivor and non-survivor taxa in the K-Pg boundary, and can logistic regression models using 15 quantified cranial measurements predict extinction vulnerability with >80% accuracy?", "source": "batch_large", "domain": "paleontology"}
{"q_bad": "What does the spatial distribution of pottery tell us about the nature of human consciousness and spiritual beliefs in ancient societies?", "q_good": "Do ceramic assemblages from the same stratigraphic layer at Site X show significant differences in wear patterns and residue composition between kitchen middens and burial contexts, as measured by use-wear microscopy and lipid analysis?", "source": "batch_large", "domain": "archaeology"}
{"q_bad": "How can we better understand the nature of knowledge itself through improved information systems?", "q_good": "Do ontology-based faceted classification systems improve precision and recall in domain-specific document retrieval compared to keyword-based indexing for biomedical literature?", "source": "batch_large", "domain": "information science"}
{"q_bad": "What is the ultimate nature of consciousness and does it possess genuine metaphysical reality independent of physical processes?", "q_good": "In healthy adults, does the presence of synchronized gamma-band oscillations (30-100 Hz) across prefrontal and posterior cortical regions predict participants' binary reports of conscious visual perception in masked stimulus paradigms, after controlling for stimulus intensity and attention?", "source": "batch_large", "domain": "philosophy of mind"}
{"q_bad": "How do aerosols fundamentally influence the nature of cloud formation and planetary energy balance?", "q_good": "What is the quantitative relationship between sea salt aerosol concentration (particles cm⁻³) in the marine boundary layer and cloud droplet number concentration at fixed supersaturation (0.5%), and how does this affect shortwave cloud optical depth measured by MODIS?", "source": "batch_large", "domain": "atmospheric science"}
{"q_bad": "Does eating more vegetables make people healthier overall in a holistic sense?", "q_good": "Does increasing cruciferous vegetable consumption from <1 to ≥3 servings/day for 12 weeks improve fasting glucose levels and insulin sensitivity (measured by HOMA-IR) in adults with prediabetes?", "source": "batch_large", "domain": "nutrition science"}
{"q_bad": "How can we fundamentally reimagine the nature of biocompatibility in next-generation implants?", "q_good": "Does coating titanium implants with electrospun poly(lactic-co-glycolic acid) nanofibers containing bone morphogenetic protein-2 reduce the foreign body giant cell response compared to uncoated controls in a murine subcutaneous implantation model at 4 weeks post-implantation?", "source": "batch_large", "domain": "biomedical engineering"}
{"q_bad": "What is the true nature of economic value itself?", "q_good": "How do consumer willingness-to-pay estimates for a given product differ across demographic groups, and what measurable factors (income, education, age) explain these variations?", "source": "batch_large", "domain": "economics", "archetype": "ontological"}
{"q_bad": "How can we fundamentally reimagine the nature of knowledge itself through better semantic organization?", "q_good": "Does augmenting Dublin Core metadata with linked data properties improve precision and recall in cross-domain federated search compared to traditional keyword indexing?", "source": "batch_large", "domain": "information science"}
{"q_bad": "How do feedback loops affect everything in the Earth's climate system?", "q_good": "How do changes in Arctic sea ice albedo feedback contribute to warming rates in the Northern Hemisphere during summer months (June-August) over the period 2000-2023?", "source": "batch_large", "domain": "climate science", "archetype": "too_broad"}
{"q_bad": "How does the fundamental nature of mortality risk influence the philosophical underpinnings of insurance ethics and societal fairness?", "q_good": "What is the predictive accuracy of machine learning models (e.g., gradient boosting, neural networks) compared to traditional actuarial models (e.g., Lee-Carter) when fitted to national mortality data from 2000-2020 for ages 65-95, and how do prediction errors vary by age cohort?", "source": "batch_large", "domain": "actuarial science"}
{"q_bad": "What is the fundamental nature of catalytic efficiency and how does it relate to the essence of chemical transformation?", "q_good": "How does zeolite pore size (8Å vs 12Å) affect the apparent activation energy and turnover frequency of n-hexane cracking at 450°C, measured by gas chromatography?", "source": "batch_large", "domain": "chemical engineering"}
{"q_bad": "How do fundamental uncertainties in human mortality shape the existential meaning of insurance as a social institution?", "q_good": "Does incorporating age-specific COVID-19 mortality shocks into Lee-Carter models improve one-year-ahead forecast accuracy for mortality rates in adults aged 65-85 compared to pre-pandemic fitted parameters, and by what percentage?", "source": "batch_large", "domain": "actuarial science"}
{"q_bad": "How do ocean currents influence the fundamental nature of life in the deep sea?", "q_good": "What is the relationship between benthic current velocity (measured in cm/s) and species richness of macrofauna at depths of 2000-3000 m in the Atlantic Basin?", "source": "batch_large", "domain": "oceanography"}
{"q_bad": "How do market incentives affect economic welfare and growth?", "q_good": "How do changes in corporate tax incentives affect employment levels and wage growth in the manufacturing sector over a 5-year period following policy implementation?", "source": "batch_large", "domain": "economics", "archetype": "too_broad"}
{"q_bad": "How do animals experience suffering from infectious diseases and what does this tell us about the nature of consciousness?", "q_good": "What is the prevalence of Brucella seropositivity in dairy cattle herds across three regions, and what management practices are associated with lower infection rates?", "source": "batch_large", "domain": "veterinary science"}
{"q_bad": "What does the fossil record truly reveal about the essence of evolutionary change and how life adapts to cosmic uncertainty?", "q_good": "Did cranial morphospace occupation in Mesozoic mammaliaforms expand significantly in the 2 million years following the K-Pg boundary compared to the 2 million years preceding it, as measured by geometric morphometric analysis of dentary and maxillary measurements?", "source": "batch_large", "domain": "paleontology"}
{"q_bad": "How does linguistic input affect language development in children?", "q_good": "How does the frequency of child-directed speech containing object labels affect vocabulary size at 18-24 months in monolingual English-learning children from middle-income households?", "source": "batch_large", "domain": "linguistics", "archetype": "too_broad"}
{"q_bad": "How does the essence of human migration shape the fundamental nature of societies?", "q_good": "What is the quantitative relationship between internal rural-to-urban migration rates and fertility decline in sub-Saharan African countries between 2010-2020, controlling for education and urbanization level?", "source": "batch_large", "domain": "demography"}
{"q_bad": "What is the fundamental nature of the strong nuclear force and how does it reveal the true essence of matter?", "q_good": "How does the isovector giant dipole resonance energy shift in nuclei with N/Z ratios between 1.2 and 1.6, as measured by photonuclear absorption cross-sections?", "source": "batch_large", "domain": "nuclear physics"}
{"q_bad": "How can we fundamentally optimize the nature of organizational flow and efficiency?", "q_good": "What is the impact of different priority queue disciplines (FIFO, SJF, Priority) on mean customer waiting time and system throughput in an M/M/1 queuing system when arrival rate λ = 5 customers/hour and service rate μ = 8 customers/hour?", "source": "batch_large", "domain": "operations research"}
{"q_bad": "How can we create better biocompatible materials that truly respect the body's natural wisdom and integrate harmoniously with living systems?", "q_good": "What is the relationship between poly(lactic-co-glycolic acid) (PLGA) scaffold pore size (10–200 μm) and fibroblast infiltration depth and metabolic activity in 3D culture over 14 days, measured by confocal microscopy and MTT assay?", "source": "batch_large", "domain": "biomedical engineering"}
{"q_bad": "How do animals experience suffering from infectious diseases, and what does this tell us about the nature of pain itself?", "q_good": "What is the prevalence of Mycobacterium bovis infection in dairy cattle herds in [region], and what farm-management practices are associated with lower transmission rates to farm workers?", "source": "batch_large", "domain": "veterinary science"}
{"q_bad": "What makes certain harmonic progressions more beautiful and emotionally meaningful than others across different cultures and time periods?", "q_good": "Do listeners with Western tonal training show faster reaction times to expected versus unexpected chord transitions (measured via EEG and behavioral response latency), and does this pattern differ between major/minor keys versus atonal sequences?", "source": "batch_large", "domain": "musicology"}
{"q_bad": "Could quantum field theory eventually explain the nature of consciousness and subjective experience?", "q_good": "How does the decoherence rate of neural microtubules in mammalian neurons compare across different brain regions, and what is the relationship between these rates and measurable cognitive performance on specific tasks?", "source": "batch_large", "domain": "physics", "archetype": "speculative"}
{"q_bad": "How do quantum effects fundamentally shape the nature of self-assembling nanostructures?", "q_good": "Does increasing the surface-to-volume ratio of gold nanoparticles from 50 nm to 5 nm diameter affect the kinetics of thiol-ligand self-assembly, as measured by time-resolved UV-Vis spectroscopy?", "source": "batch_large", "domain": "nanotechnology"}
{"q_bad": "How do animals experience suffering from infectious diseases, and what is the nature of their subjective pain across different species?", "q_good": "What is the incidence rate of clinical mastitis in dairy cows within 30 days post-partum when treated with intramammary antimicrobial therapy versus placebo in randomized controlled trials?", "source": "batch_large", "domain": "veterinary science"}
{"q_bad": "How do quantum effects fundamentally shape the nature of self-assembly in nanomaterials?", "q_good": "Does increasing the surface-area-to-volume ratio of gold nanoparticles (5-50 nm diameter) synthesized via citrate reduction correlate with increased quantum confinement-induced shifts in their optical absorption spectra compared to bulk gold?", "source": "batch_large", "domain": "nanotechnology"}
{"q_bad": "How does the essence of a literary work transcend cultural boundaries through translation?", "q_good": "Do translated novels that retain source-language intertextual references receive higher critical acclaim in target-language literary journals than those with adapted references, and does this pattern differ by genre (literary fiction vs. mystery)?", "source": "batch_large", "domain": "comparative literature"}
{"q_bad": "What is the fundamental nature of consciousness and does it emerge from physical processes or exist in a non-physical realm?", "q_good": "How do neural correlates of consciousness (measured via fMRI and electrophysiology) differ between conscious and unconscious processing of identical visual stimuli in the posterior cortex?", "source": "batch_large", "domain": "philosophy of mind"}
{"q_bad": "What is the nature of human population destiny in an increasingly interconnected world?", "q_good": "How does internal rural-to-urban migration affect total fertility rates in women aged 20-35 in sub-Saharan African countries between 2010-2023?", "source": "batch_large", "domain": "demography"}
{"q_bad": "What is the ultimate nature of mathematical truth and does it exist independently of human minds?", "q_good": "How do formalist and intuitionist proof systems differ in their treatment of the law of excluded middle, and what are the computational consequences for constructive versus classical logic implementations?", "source": "batch_large", "domain": "philosophy of mathematics"}
{"q_bad": "How does the essence of crystallinity influence the fundamental nature of material strength in thin film systems?", "q_good": "What is the relationship between grain size (measured via XRD peak width analysis) and tensile yield strength in 100-500 nm thick Al-Cu thin films deposited by magnetron sputtering at varying substrate temperatures (25-300°C)?", "source": "batch_large", "domain": "materials science"}
{"q_bad": "What is the fundamental nature of consciousness itself, and how does it essentially differ from unconscious mental processes?", "q_good": "What are the measurable differences in neural activity patterns between tasks where participants report conscious awareness of stimuli versus tasks where they do not report awareness?", "source": "batch_large", "domain": "psychology", "archetype": "ontological"}
{"q_bad": "How does the human spirit adapt to the profound isolation and existential challenges of space exploration?", "q_good": "What is the relationship between cumulative galactic cosmic ray exposure (measured in Gray) during long-duration spaceflight (>6 months) and the incidence of cataract opacity progression measured by lens density imaging at baseline, 6-month, and 12-month post-mission intervals?", "source": "batch_large", "domain": "space medicine"}
{"q_bad": "What is the nature of fairness in cooperative game theory and does it emerge naturally in human interactions?", "q_good": "In coalition formation games with transferable utility, do Shapley value allocations versus core allocations differ significantly in stability across 50+ experimental trials with human subjects playing 10-round repeated games?", "source": "batch_large", "domain": "game theory"}
{"q_bad": "How does the fundamental nature of protein folding reflect the deeper organizational principles of biological information in complex organisms?", "q_good": "Does incorporating evolutionary conservation scores from multiple sequence alignments improve predicted contact map accuracy in AlphaFold2 compared to sequence features alone, when tested on a benchmark set of 500 CASP14 targets?", "source": "batch_large", "domain": "bioinformatics"}
{"q_bad": "How can we fundamentally optimize the nature of complex systems and achieve perfect operational efficiency?", "q_good": "What is the effect of using a (s,S) inventory policy with stochastic lead times on the total expected cost compared to a periodic review policy in a single-item, single-location system with normally distributed demand?", "source": "batch_large", "domain": "operations research"}
{"q_bad": "How can we better understand the fundamental nature of protein folding in living systems?", "q_good": "What is the accuracy of AlphaFold2 predictions for α-helical transmembrane proteins in the PDGK benchmark set compared to experimental NMR structures, measured by TM-score?", "source": "batch_large", "domain": "bioinformatics"}
{"q_bad": "How do coalitions reflect the fundamental nature of cooperation and rational self-interest in society?", "q_good": "In n-player coalition formation games with transferable utility, does the core of the characteristic function game remain non-empty when players can form blocking coalitions through sequential offers with a discount factor β < 1?", "source": "batch_large", "domain": "game theory"}
{"q_bad": "How does the semantic web fundamentally change the nature of human knowledge and understanding?", "q_good": "Does adding RDF-encoded linked data metadata to a document collection improve precision and recall in entity-based retrieval tasks compared to traditional keyword-based indexing?", "source": "batch_large", "domain": "information science"}
{"q_bad": "How can forensic science better serve the cause of justice in society?", "q_good": "Does the implementation of automated DNA profile comparison algorithms reduce false positive identification rates compared to manual expert review in closed casework databases, and by what magnitude?", "source": "batch_large", "domain": "forensic science"}
{"q_bad": "How can we make farming more sustainable and harmonious with nature?", "q_good": "Does applying 5 tons/hectare of composted poultry manure increase maize grain yield by >15% compared to synthetic urea (150 kg N/ha) in clay loam soils with baseline pH 6.2-6.8 over two growing seasons?", "source": "batch_large", "domain": "agricultural science"}
{"q_bad": "Does human consciousness influence how well medications work in the body?", "q_good": "In patients with moderate depression treated with sertraline, does baseline plasma concentration of the drug at steady state (measured via LC-MS/MS) predict clinical response (≥50% reduction in HDRS-17 score) at 8 weeks, after controlling for CYP2D6 genotype and medication adherence?", "source": "batch_large", "domain": "pharmacology"}
{"q_bad": "How does the human spirit adapt to the existential isolation of deep space?", "q_good": "Does prolonged microgravity exposure (>90 days) increase the incidence of space motion sickness compared to short-duration flights (<14 days), as measured by standardized symptom questionnaires and vestibular function tests?", "source": "batch_large", "domain": "space medicine"}
{"q_bad": "How does the fundamental nature of consciousness affect whether drugs truly work or if it's all just placebo?", "q_good": "What is the relationship between plasma concentrations of metformin at steady state and HbA1c reduction in patients with type 2 diabetes, and does this relationship differ between renal function subgroups?", "source": "batch_large", "domain": "pharmacology"}
{"q_bad": "How do quantum effects fundamentally change the nature of existence in nanomaterials?", "q_good": "What is the relationship between gold nanoparticle diameter (5-50 nm) and surface plasmon resonance peak wavelength as measured by UV-Vis spectroscopy?", "source": "batch_large", "domain": "nanotechnology"}
{"q_bad": "How much does human bias influence the interpretation of forensic evidence in ways that matter?", "q_good": "Does cognitive bias training reduce false positive error rates in microscopic hair fiber comparison among practicing forensic examiners when analyzed using a pre/post randomized controlled trial design?", "source": "batch_large", "domain": "forensic science"}
{"q_bad": "How do oceans maintain their mysterious balance and what does salinity tell us about the fundamental nature of marine life?", "q_good": "Does increased freshwater input from glacial melt reduce deep-water salinity below 2000m in the North Atlantic, and does this correlate with measurable shifts in benthic organism distribution in hydrothermal vent ecosystems?", "source": "batch_large", "domain": "oceanography"}
{"q_bad": "How can we use biomaterials to fundamentally improve the way the human body heals itself?", "q_good": "Does electrospun poly(lactic-co-glycolic acid) scaffolds with immobilized vascular endothelial growth factor increase neovascularization and mechanical strength in rat full-thickness skin wounds compared to non-functionalized scaffolds over 28 days?", "source": "batch_large", "domain": "biomedical engineering"}
{"q_bad": "How do informal institutions help poor communities escape the cycles of poverty and achieve sustainable development?", "q_good": "Does participation in village savings and loan associations (VSLAs) increase household asset accumulation by year 3 compared to control groups, controlling for baseline wealth and education levels?", "source": "batch_large", "domain": "development economics"}
{"q_bad": "What is the fundamental nature of nuclear stability and does it reveal deeper truths about the universe?", "q_good": "How does the neutron-to-proton ratio threshold vary across isotope chains, and can machine learning models trained on ENSDF data predict unmeasured β-decay half-lives within one order of magnitude?", "source": "batch_large", "domain": "nuclear physics"}
{"q_bad": "How do cooperative coalitions reflect the true nature of rational human behavior in complex social systems?", "q_good": "In a multi-round coalition formation game with asymmetric information and transfer payments, how does the core size vary as a function of coalition communication structure (unrestricted vs. restricted messaging) across different winning coalition sizes?", "source": "batch_large", "domain": "game theory"}
{"q_bad": "How do fundamental human values shape the future of civilization through demographic change?", "q_good": "What is the relationship between women's educational attainment (measured in years completed) and total fertility rate in sub-Saharan African countries between 2010-2020, controlling for GDP per capita?", "source": "batch_large", "domain": "demography"}
{"q_bad": "How do children's internal emotional worlds shape their fundamental understanding of existence and meaning during their formative years?", "q_good": "Does secure attachment at 12 months (measured by Strange Situation procedure) predict vocabulary size at 24 months, controlling for maternal education and socioeconomic status?", "source": "batch_large", "domain": "developmental psychology"}
{"q_bad": "How do aerosols fundamentally shape the nature of clouds and their role in the climate system?", "q_good": "What is the quantitative relationship between cloud condensation nuclei (CCN) concentration at 0.5% supersaturation and cloud droplet effective radius in marine boundary layer stratocumulus clouds, and how does this relationship vary with sea surface temperature between 15–25°C?", "source": "batch_large", "domain": "atmospheric science"}
{"q_bad": "What is the fundamental nature of the strong nuclear force and does it reveal deeper truths about reality?", "q_good": "How does the ratio of neutrons to protons in the nucleus correlate with the branching ratios of competing alpha decay and beta decay pathways for isotopes with Z = 80-84?", "source": "batch_large", "domain": "nuclear physics"}
{"q_bad": "How do drugs fundamentally change the nature of human consciousness and what is the ultimate purpose of receptor interactions in the grand scheme of existence?", "q_good": "Does selective antagonism of dopamine D2 receptors in the nucleus accumbens produce dose-dependent changes in motor activity in rodent models, as measured by beam-break locomotor assay over 60 minutes post-administration?", "source": "batch_large", "domain": "pharmacology"}
{"q_bad": "Does genetic variation cause differences in intelligence between populations?", "q_good": "What is the relative contribution of specific SNPs in genes regulating synaptic plasticity to measured variation in working memory performance within a controlled population sample, after accounting for socioeconomic and educational confounders?", "source": "batch_large", "domain": "genetics", "archetype": "naive_causation"}
{"q_bad": "Does social media use cause depression in teenagers?", "q_good": "In a longitudinal study controlling for baseline depressive symptoms, socioeconomic status, and sleep quality, does increased daily social media engagement (measured in minutes) predict clinically significant increases in depressive symptom severity over 12 months in adolescents aged 13-17?", "source": "batch_large", "domain": "psychology", "archetype": "naive_causation"}
{"q_bad": "How do social institutions affect inequality in society?", "q_good": "To what extent do differences in school funding across districts predict educational attainment gaps between low-income and high-income students in the United States between 2010 and 2020?", "source": "batch_large", "domain": "sociology", "archetype": "too_broad"}
{"q_bad": "How does the essence of crystallinity influence the fundamental nature of material strength in complex systems?", "q_good": "What is the quantitative relationship between grain size (measured by XRD and TEM) and yield strength (measured by nanoindentation) in Cu-Ni thin films with thicknesses between 100-500 nm deposited on Si substrates?", "source": "batch_large", "domain": "materials science"}
{"q_bad": "What does the fossil record tell us about the true nature of evolutionary progress and whether life is destined to become more complex over time?", "q_good": "Did morphological disparity (as measured by Euclidean distances in landmark-based geometric morphometric space) in brachiopod genera significantly decrease in the 2 million years preceding the Late Ordovician mass extinction compared to the preceding 5 million year baseline period?", "source": "batch_large", "domain": "paleontology"}
{"q_bad": "What is the ultimate spiritual essence of prayer and how does it connect to the divine nature of consciousness itself?", "q_good": "How do measurable physiological markers (heart rate variability, cortisol levels, fMRI activation patterns) differ between individuals during structured prayer versus control conditions, and do these differences correlate with self-reported feelings of spiritual presence?", "source": "batch_large", "domain": "religious studies"}
{"q_bad": "Does a balanced diet improve overall human wellness and quality of life?", "q_good": "In adults aged 40-65 with metabolic syndrome, does adherence to a Mediterranean dietary pattern for 12 weeks reduce fasting plasma glucose levels compared to a Western dietary control, as measured by repeated laboratory assays?", "source": "batch_large", "domain": "nutrition science"}
{"q_bad": "How can we fundamentally understand the nature of catalytic efficiency and what makes catalysts truly effective in enabling transformations?", "q_good": "What is the relationship between zeolite pore diameter (8–12 Å) and the turnover frequency (TOF) of acid-catalyzed alkylation of benzene with propylene at 80–120 °C, and can we develop a quantitative kinetic model predicting TOF from pore structure parameters?", "source": "batch_large", "domain": "chemical engineering"}
{"q_bad": "How do ocean currents shape the fundamental nature of life in the deep sea?", "q_good": "Does the Atlantic Meridional Overturning Circulation (AMOC) variability over 2010-2024 correlate with dissolved oxygen concentrations at 1000-2000m depth in the North Atlantic, and can this relationship be modeled with a lag of 0-24 months?", "source": "batch_large", "domain": "oceanography"}
{"q_bad": "How do we truly understand the essence of drug action in the human body?", "q_good": "What is the relationship between plasma half-life (measured by LC-MS/MS) and the duration of receptor occupancy (assessed via positron emission tomography) for selective serotonin reuptake inhibitors in the prefrontal cortex?", "source": "batch_large", "domain": "pharmacology"}
{"q_bad": "What is the ultimate nature of fairness and cooperation in multi-agent strategic interactions?", "q_good": "In finitely repeated public goods games with heterogeneous endowments, do coalition formation mechanisms based on conditional contribution thresholds increase aggregate contribution levels compared to baseline repeated games, and if so, what threshold parameters maximize social welfare?", "source": "batch_large", "domain": "game theory"}
{"q_bad": "How do we better understand the fundamental nature of mortality risk across all populations?", "q_good": "What is the predictive accuracy of machine learning models (random forest, gradient boosting, neural networks) compared to traditional generalized linear models (Poisson, binomial) when estimating 1-year mortality rates in 5-year age cohorts using claims data from a 10-year insured population, controlling for age, sex, and pre-existing conditions?", "source": "batch_large", "domain": "actuarial science"}
{"q_bad": "Does social inequality cause the breakdown of family structures?", "q_good": "Among low-income households in urban areas, what specific mechanisms (e.g., parental stress, reduced time availability, economic instability) mediate the relationship between income inequality and family dissolution rates, controlling for education level and access to social services?", "source": "batch_large", "domain": "sociology", "archetype": "naive_causation"}
{"q_bad": "What is the true nature of climate feedback in the Earth system?", "q_good": "How much does the net global radiative feedback (measured in W m⁻² K⁻¹) change when atmospheric CO₂ concentrations increase from 280 to 560 ppm, and which individual feedback mechanisms (water vapor, cloud, ice-albedo, lapse-rate) contribute most to this change?", "source": "batch_large", "domain": "climate science", "archetype": "ontological"}
{"q_bad": "What is the fundamental nature of nuclear stability and does it reveal deeper truths about the universe?", "q_good": "How does the neutron-to-proton ratio predict beta decay mode (β−, β+, or electron capture) in nuclei with atomic number Z = 50-82?", "source": "batch_large", "domain": "nuclear physics"}
{"q_bad": "Does social media use cause depression in adolescents?", "q_good": "Among 13-17 year-olds in urban settings, does reducing daily social media screen time by ≥2 hours lead to decreased depressive symptom severity (measured by PHQ-9 scores) over 12 weeks, compared to matched controls with usual usage patterns, when controlling for baseline mental health status, sleep duration, and peer social support?", "source": "batch_large", "domain": "epidemiology", "archetype": "naive_causation"}
{"q_bad": "How can we optimize the fundamental nature of resource allocation in complex systems?", "q_good": "Does the addition of stochastic service time distributions in M/M/c queues reduce optimal inventory safety stock levels by >10% compared to deterministic processing times in a two-echelon supply chain?", "source": "batch_large", "domain": "operations research"}
{"q_bad": "How does the quality of early human connection shape the fundamental essence of a child's capacity for meaningful relationships throughout their entire existence?", "q_good": "Does secure attachment classification at 12 months (measured by Strange Situation Procedure) predict reduced internalizing symptoms at age 4 (measured by CBCL) in children raised in institutional versus family settings?", "source": "batch_large", "domain": "developmental psychology"}
{"q_bad": "What is the fundamental essence of athletic excellence and how does the mind transcend physical limitations to achieve peak performance?", "q_good": "Does neuromuscular fatigue during repeated sprint intervals (6 × 40m with 30s recovery) correlate with changes in ground reaction force asymmetry and increased ACL injury risk factors in adolescent soccer players?", "source": "batch_large", "domain": "sports science"}
{"q_bad": "How do aerosols fundamentally shape the nature of clouds and influence the balance of energy in our atmosphere?", "q_good": "What is the quantitative relationship between sulfate aerosol optical depth (AOD) at 550 nm and cloud droplet number concentration (CDNC) in marine boundary layer stratocumulus clouds, and how does this relationship vary with cloud liquid water content?", "source": "batch_large", "domain": "atmospheric science"}
{"q_bad": "What does pottery tell us about the spiritual essence of ancient civilizations?", "q_good": "Does the chemical composition of ceramic temper (measured via X-ray fluorescence) correlate with stratigraphic depth, and can this distinguish between occupational phases at this site?", "source": "batch_large", "domain": "archaeology"}
{"q_bad": "What is the nature of cooperation in games and how does it relate to the fundamental nature of human rationality?", "q_good": "In finitely repeated prisoner's dilemma games with perfect information, does the adoption of tit-for-tat strategies by a critical mass (>50%) of players lead to measurably higher cooperation rates compared to random strategy populations, and does this effect persist across different discount factors (δ = 0.5, 0.8, 0.95)?", "source": "batch_large", "domain": "game theory"}
{"q_bad": "What is the fundamental nature of the strong nuclear force and why does it exist?", "q_good": "How does the binding energy per nucleon vary across isotopes with mass number A = 50-70, and can these measurements constrain models of the residual strong interaction?", "source": "batch_large", "domain": "nuclear physics"}
{"q_bad": "How does the essence of literary meaning transcend linguistic boundaries when texts enter the universal space of world literature?", "q_good": "Do metric equivalence patterns in metaphor density (metaphors per 1,000 words) remain stable across English-to-Mandarin literary translations of contemporary novels, and how do such patterns correlate with translator experience level?", "source": "batch_large", "domain": "comparative literature"}
{"q_bad": "What is the essence of harmonic beauty in Baroque music and how did performers intuitively understand it?", "q_good": "Do listeners with formal music training show significantly different eye-gaze patterns and cortical activation (via fMRI) when listening to historically-informed versus modern vibrato-heavy performances of Bach cantatas, and does this correlate with their harmonic expectancy ratings?", "source": "batch_large", "domain": "musicology"}
{"q_bad": "How do microfinance institutions help societies escape the fundamental conditions of poverty through better governance?", "q_good": "Does access to microcredit (≤$500 loans) in the first 2 years of a microfinance institution's operation in a district reduce the dropout rate from primary school by ≥5 percentage points among children aged 6–11 in households below the national poverty line?", "source": "batch_large", "domain": "development economics"}
{"q_bad": "How does the fundamental nature of consciousness influence drug efficacy in ways that modern science hasn't yet discovered?", "q_good": "What is the relationship between CYP3A4 enzyme expression levels in hepatic tissue and the area-under-the-curve (AUC) of orally administered midazolam in patients with varying degrees of liver fibrosis?", "source": "batch_large", "domain": "pharmacology"}
{"q_bad": "What is the ultimate nature of mathematical truth and does it exist independently of human minds?", "q_good": "Do intuitionistic and formalist proofs of the same theorem differ in their constructive content, and can we empirically measure these differences through proof-tree analysis and computational complexity metrics?", "source": "batch_large", "domain": "philosophy of mathematics"}
{"q_bad": "How do ocean currents fundamentally shape the nature of deep-sea life?", "q_good": "What is the relationship between current velocity (measured in cm/s) and the abundance of deposit-feeding megafauna (individuals/100m²) at 2000-3000m depth in the North Atlantic, controlling for dissolved oxygen concentration and sediment grain size?", "source": "batch_large", "domain": "oceanography"}
{"q_bad": "Does eating more plants make people healthier and happier overall?", "q_good": "In adults aged 40–65 with metabolic syndrome, does a 12-week intervention replacing refined carbohydrates with legume-based meals reduce fasting glucose and improve insulin sensitivity (HOMA-IR) compared to usual diet control?", "source": "batch_large", "domain": "nutrition science"}
{"q_bad": "What is the fundamental nature of the strong nuclear force and why does it hold nuclei together?", "q_good": "How do experimentally measured partial decay widths for beta-minus emission in Ni-63 compare with theoretical predictions from the Gamow-Teller model, and what do deviations reveal about nuclear structure effects?", "source": "batch_large", "domain": "nuclear physics"}
{"q_bad": "What is the ultimate nature of consciousness and does it reveal something profound about the structure of reality itself?", "q_good": "Does attentional filtering during visual search tasks reduce the subjective intensity ratings (measured on validated qualia scales) of unattended stimuli in a manner correlating with neural activity in V1 and posterior parietal cortex?", "source": "batch_large", "domain": "philosophy of mind"}
{"q_bad": "Could ritual practices eventually explain the fundamental nature of human consciousness and spiritual essence?", "q_good": "How do specific ritual structures (e.g., initiation ceremonies, healing practices) in three West African societies correlate with measurable changes in participants' social status, knowledge acquisition, and reported psychological states?", "source": "batch_large", "domain": "anthropology", "archetype": "speculative"}
{"q_bad": "What does the fossil record tell us about the deep meaning of extinction in Earth's history?", "q_good": "Did brachiopod morphological disparity decrease in the 100,000 years preceding the Late Devonian extinction event, as measured by morphospace occupation across quantified shell characters?", "source": "batch_large", "domain": "paleontology"}
{"q_bad": "How does the essence of crystallinity manifest in the fundamental nature of material strength?", "q_good": "How does grain size in sputtered Cu-Ni thin films (50-500 nm thickness) correlate with measured yield strength and hardness, as quantified by nanoindentation and tensile testing?", "source": "batch_large", "domain": "materials science"}
{"q_bad": "What is the ultimate nature of subjective experience and does it reveal anything profound about the nature of reality itself?", "q_good": "Do individuals with congenital insensitivity to pain show measurable differences in neural activation patterns in the anterior cingulate cortex and insula compared to controls during nociceptive stimulus presentation, and can these differences be correlated with self-reported pain affect ratings?", "source": "batch_large", "domain": "philosophy of mind"}
{"q_bad": "How do aerosols fundamentally influence the nature of clouds and their role in Earth's climate system?", "q_good": "What is the quantitative relationship between cloud condensation nuclei (CCN) concentration (measured in cm⁻³) and cloud droplet effective radius in marine boundary layer stratocumulus clouds, and how does this affect shortwave radiative forcing at cloud top?", "source": "batch_large", "domain": "atmospheric science"}
{"q_bad": "How can forensic science better serve the cause of justice in complex criminal cases?", "q_good": "What is the impact of implementing a standardized blind interpretation protocol on inter-examiner reproducibility and error rates in forensic fingerprint comparison across three major crime laboratories?", "source": "batch_large", "domain": "forensic science"}
{"q_bad": "How does the fundamental nature of crystallinity influence the overall quality and performance of metallic thin film systems?", "q_good": "Does increasing the grain size of sputtered Cu-Ni thin films from 10 nm to 100 nm, measured by XRD and TEM, increase their tensile strength measured by nanoindentation, and if so, what is the quantitative relationship?", "source": "batch_large", "domain": "materials science"}
{"q_bad": "What is the true nature of mathematical existence and do numbers really exist independent of human thought?", "q_good": "How do formal proof systems (e.g., ZFC) differ from intuitionistic logic in their treatment of the law of excluded middle, and what are the computational consequences for constructive versus classical mathematical proofs?", "source": "batch_large", "domain": "philosophy of mathematics"}
{"q_bad": "What is the ultimate nature of consciousness and does it really exist independently of our theoretical frameworks?", "q_good": "In what measurable ways do reports of phenomenal properties (qualia) from subjects performing a visual discrimination task differ between conditions of conscious versus unconscious processing, as assessed by contrastive analysis of fMRI activation patterns and behavioral accuracy?", "source": "batch_large", "domain": "philosophy of mind"}
{"q_bad": "What is the ultimate spiritual significance of prayer in the human condition?", "q_good": "How do variations in prayer frequency (daily vs. weekly) correlate with measurable changes in self-reported stress levels and cortisol patterns among practicing Christians in a defined geographic region?", "source": "batch_large", "domain": "religious studies"}
{"q_bad": "What is the fundamental nature of nuclear stability and how does it relate to the ultimate structure of matter?", "q_good": "What is the relationship between neutron-to-proton ratio and half-life in beta-decay isotopes with atomic number Z = 50-60, measurable via gamma-ray spectroscopy?", "source": "batch_large", "domain": "nuclear physics"}
{"q_bad": "How do ocean currents influence the fundamental nature of life in the deep sea?", "q_good": "Does the Atlantic Meridional Overturning Circulation (AMOC) intensity correlate with dissolved oxygen concentration at 3000-4000m depth in the North Atlantic, and can this relationship explain variance in megafauna biomass density?", "source": "batch_large", "domain": "oceanography"}
{"q_bad": "What does the fossil record tell us about the ultimate nature of evolutionary change and the deep meaning of extinction in Earth's history?", "q_good": "Did the morphological disparity of brachiopod genera decrease significantly (measured by Euclidean distance in multivariate morphospace) in the 100,000 years preceding the end-Permian extinction event compared to the preceding 500,000 years?", "source": "batch_large", "domain": "paleontology"}
{"q_bad": "How do quantum effects fundamentally shape the nature of self-assembled nanomaterials?", "q_good": "Does surface-area-to-volume ratio at the nanoscale (1-100 nm) explain the observed differences in plasmonic resonance wavelengths between spherical gold nanoparticles synthesized via citrate reduction versus seed-mediated growth?", "source": "batch_large", "domain": "nanotechnology"}
{"q_bad": "What is the ultimate nature of mathematical truth and does it transcend human cognition?", "q_good": "How do intuitionistic and formalist mathematicians differ in their acceptance criteria for proofs in constructive analysis, and can we identify empirically measurable differences in proof strategies they employ?", "source": "batch_large", "domain": "philosophy of mathematics"}
{"q_bad": "Does technology use cause improved student learning outcomes?", "q_good": "Among elementary students in low-resource schools, does structured use of adaptive learning software with teacher training improve reading comprehension scores compared to traditional instruction, when controlling for baseline achievement and socioeconomic factors?", "source": "batch_large", "domain": "education", "archetype": "naive_causation"}
{"q_bad": "How does the fundamental nature of human mortality relate to the philosophical question of what makes life worth insuring?", "q_good": "Do parametric mortality forecasting models incorporating socioeconomic stratification variables reduce prediction errors in annuity pricing compared to standard cohort-based methods, when tested on holdout populations from 2015-2023?", "source": "batch_large", "domain": "actuarial science"}
{"q_bad": "How does the quality of early human connection shape the essence of who we become as adults?", "q_good": "Does secure attachment classification at 12 months (measured via Strange Situation Procedure) predict self-regulation scores on the Head-Toes-Knees-Shoulders task at 24 months, controlling for maternal sensitivity and SES?", "source": "batch_large", "domain": "developmental psychology"}
{"q_bad": "Could neural circuits in the prefrontal cortex eventually explain the full complexity of human decision-making behavior?", "q_good": "Does pharmacological inhibition of dopamine D1 receptors in the dorsolateral prefrontal cortex impair performance on a delay discounting task in rats, and if so, does this effect correlate with increased preference for immediate but smaller rewards?", "source": "batch_large", "domain": "neuroscience", "archetype": "speculative"}
{"q_bad": "How does the essence of a literary work transcend the boundaries of language and culture through translation?", "q_good": "Do translated novels from non-English sources show higher rates of intertextual reference density to canonical Western literature compared to their source texts, and does this correlate with publisher prestige in English-language markets?", "source": "batch_large", "domain": "comparative literature"}
{"q_bad": "How does the human body achieve excellence in athletic movement?", "q_good": "Does eccentric hamstring strengthening (3×/week for 12 weeks) reduce the incidence of acute hamstring strain injuries compared to standard strength training in elite soccer players?", "source": "batch_large", "domain": "sports science"}
{"q_bad": "What is the fundamental nature of biodiversity itself, and what does it truly mean for an ecosystem to 'be' biodiverse?", "q_good": "How does the number of species, their abundance distribution, and their functional trait diversity jointly predict ecosystem productivity and resilience to disturbance across different habitat types?", "source": "batch_large", "domain": "ecology", "archetype": "ontological"}
{"q_bad": "How do cultural values shape the meaning of family in modern societies?", "q_good": "What is the association between female labor force participation rates and total fertility rates across OECD countries from 2010-2023, controlling for GDP per capita and educational attainment?", "source": "batch_large", "domain": "demography"}
{"q_bad": "Could the universal principles of syntax eventually explain the full complexity of human pragmatic understanding?", "q_good": "Do children who master subject-verb-object word order constraints show faster acquisition of speaker intent distinctions in indirect requests compared to children still developing syntactic competence?", "source": "batch_large", "domain": "linguistics", "archetype": "speculative"}
{"q_bad": "Does eating more natural foods improve overall human wellness and life quality?", "q_good": "In adults aged 40-65 with metabolic syndrome, does a 12-week Mediterranean diet intervention (measured by adherence score ≥7/10) increase serum HDL cholesterol bioavailability and reduce LDL particle concentration compared to a control Western diet, as assessed by direct measurement of lipoprotein subfractions via NMR spectroscopy?", "source": "batch_large", "domain": "nutrition science"}
{"q_bad": "How can we create better implants that truly integrate with the body in a more natural way?", "q_good": "What is the effect of varying hydroxyapatite coating thickness (5–50 μm) on osteoblast adhesion density and new bone formation depth in titanium alloy femoral implants over 12 weeks in a rat femur defect model?", "source": "batch_large", "domain": "biomedical engineering"}
{"q_bad": "What is the essence of athletic excellence and how does the human spirit overcome physical limitations?", "q_good": "Does implementing a 6-week eccentric hamstring strengthening protocol reduce the incidence of acute hamstring strains in male soccer players compared to standard strength training?", "source": "batch_large", "domain": "sports science"}
{"q_bad": "How can we better understand the fundamental nature of protein folding in biological systems?", "q_good": "What is the impact of including evolutionary co-variation features (from multiple sequence alignments) on the prediction accuracy of α-helix secondary structure elements in proteins with <30% sequence identity to PDB templates?", "source": "batch_large", "domain": "bioinformatics"}
{"q_bad": "How does the essence of literary meaning transcend linguistic and cultural boundaries during translation?", "q_good": "To what extent do metaphorical clusters in postcolonial novels (2000–2020) undergo semantic shift when translated from source to target languages, and can these shifts be correlated with genre conventions in the target literary tradition?", "source": "batch_large", "domain": "comparative literature"}
{"q_bad": "What is the fundamental nature of the strong nuclear force and why does it exist?", "q_good": "What is the branching ratio of beta-minus decay versus alpha decay in Uranium-238, and how does it vary with neutron excess?", "source": "batch_large", "domain": "nuclear physics"}
{"q_bad": "What is the nature of fairness in coalition formation and how does it relate to the fundamental principles of cooperation?", "q_good": "In a 3-player coalition formation game with heterogeneous productive values, does the Shapley value allocation rule sustain higher stability (lower coalition deviation rates) compared to proportional value-splitting in 100 repeated rounds?", "source": "batch_large", "domain": "game theory"}
{"q_bad": "How do electromagnetic forces affect everything in thermodynamic systems?", "q_good": "How do electromagnetic forces influence the rate of molecular diffusion in aqueous solutions at temperatures between 20°C and 80°C?", "source": "batch_large", "domain": "physics", "archetype": "too_broad"}
{"q_bad": "What is the true nature and fundamental essence of the gene as a biological entity?", "q_good": "How do alternative splicing patterns and regulatory variants at a specific locus affect the phenotypic expression of a quantitative trait in a defined population?", "source": "batch_large", "domain": "genetics", "archetype": "ontological"}
{"q_bad": "How does the fundamental nature of mortality risk shape the philosophical foundations of insurance systems and human understanding of life itself?", "q_good": "What is the relative prediction error of machine learning models (random forest, gradient boosting) compared to traditional generalized linear models when applied to claim-level mortality forecasting across age groups 65-85 using 10-year historical insurance portfolio data?", "source": "batch_large", "domain": "actuarial science"}
{"q_bad": "What is the true nature of mathematical existence and do mathematical objects possess inherent being independent of human cognition?", "q_good": "How do formal axiomatic systems (ZFC vs. intuitionistic type theory) differ in their capacity to prove theorems about the same mathematical structures, and what empirical differences emerge in computational complexity when formalized proofs are mechanically verified?", "source": "batch_large", "domain": "philosophy of mathematics"}
{"q_bad": "Did the intrinsic complexity of organisms influence their survival during mass extinction events?", "q_good": "Do species with higher morphological disparity in cranial structures show statistically significant differences in extinction rates during the Late Cretaceous-Paleogene boundary compared to the Triassic-Jurassic boundary?", "source": "batch_large", "domain": "paleontology"}
{"q_bad": "How can we fundamentally optimize the nature of organizational efficiency across all business processes?", "q_good": "What is the impact of using dynamic programming versus greedy heuristics on total tardiness in single-machine job scheduling with sequence-dependent setup times when job arrivals follow a Poisson process?", "source": "batch_large", "domain": "operations research"}
{"q_bad": "How does the fundamental nature of biological information flow relate to the philosophical essence of what makes proteins meaningful?", "q_good": "Can transformer-based language models trained on multiple sequence alignments predict the impact of single amino acid substitutions on protein stability (ΔΔG) more accurately than physics-based scoring functions across a benchmark of 5,000 experimentally validated variants?", "source": "batch_large", "domain": "bioinformatics"}
{"q_bad": "How does the quality of early human bonding shape the philosophical nature of self-identity throughout the lifespan?", "q_good": "Does infant attachment security at 12 months (assessed via Strange Situation Procedure) predict theory-of-mind task performance at 48 months, controlling for maternal education and child IQ?", "source": "batch_large", "domain": "developmental psychology"}
{"q_bad": "How does the essence of crystallinity influence the fundamental nature of material strength in thin film systems?", "q_good": "Does increasing the grain size in sputtered CuZn thin films (50-500 nm thickness) from 20 nm to 200 nm result in measurable changes in hardness as measured by nanoindentation, and can these changes be predicted by a Hall-Petch relationship?", "source": "batch_large", "domain": "materials science"}
{"q_bad": "What does the fossil record tell us about the meaning of life and extinction?", "q_good": "Did theropod dinosaurs show increased developmental plasticity in cranial morphology during the Late Cretaceous as a potential adaptive response to environmental volatility preceding the K-Pg extinction event?", "source": "batch_large", "domain": "paleontology"}
{"q_bad": "Does mental imagery cause better decision-making outcomes?", "q_good": "In a randomized controlled trial with adult participants, does training in visual-spatial mental imagery improve decision accuracy in probabilistic reasoning tasks compared to a control group receiving equivalent training time in unrelated activities, and what is the mediating role of working memory capacity?", "source": "batch_large", "domain": "cognitive science", "archetype": "naive_causation"}
{"q_bad": "What is the true nature of mathematical reality and how do our minds access abstract truths?", "q_good": "Do intuitionistic logic and classical logic predict different developmental trajectories in how undergraduate students construct valid proofs, and can this difference be quantified through proof analysis rubrics?", "source": "batch_large", "domain": "philosophy of mathematics"}
{"q_bad": "How do animals experience suffering from infectious diseases and what does this mean for our moral obligations toward them?", "q_good": "What is the prevalence of Mycobacterium avium subspecies paratuberculosis (MAP) infection in dairy cattle herds across three geographic regions, and what farm management practices are associated with reduced seroprevalence?", "source": "batch_large", "domain": "veterinary science"}
{"q_bad": "Does mental resilience make athletes better at sports?", "q_good": "In collegiate soccer players, does an 8-week cognitive-behavioral stress inoculation training program reduce injury incidence compared to standard injury prevention protocols, controlling for training load and prior injury history?", "source": "batch_large", "domain": "sports science"}
{"q_bad": "How does the essence of literary meaning transcend linguistic boundaries when works move between cultures?", "q_good": "To what extent do metaphorical expressions in magical realism novels lose or retain their cultural specificity when translated from Spanish to English, as measured by native speaker comprehension tasks and comparison of translator choice annotations?", "source": "batch_large", "domain": "comparative literature"}
{"q_bad": "How can we make crops more sustainable and harmonious with nature while respecting the soil's inherent wisdom?", "q_good": "Does integrated pest management (IPM) combining neem oil sprays, beneficial insect releases, and crop rotation reduce pest-induced yield loss by ≥25% compared to conventional insecticide use in chickpea monocultures under semi-arid conditions?", "source": "batch_large", "domain": "agricultural science"}
{"q_bad": "How can insurance companies better understand the fundamental nature of human mortality and its relationship to the meaning of life?", "q_good": "Does incorporating machine learning models trained on electronic health records improve the predictive accuracy of 10-year mortality risk stratification compared to traditional actuarial tables for underwriting life insurance policies in adults aged 40–65?", "source": "batch_large", "domain": "actuarial science"}
{"q_bad": "What is the fundamental nature of mathematical truth and does it exist independently of human minds?", "q_good": "Do intuitionistic and formalist mathematicians produce different formal proof structures for the same theorem, and can these differences be systematically catalogued and quantified?", "source": "batch_large", "domain": "philosophy of mathematics"}
{"q_bad": "How does the essence of human migration reflect deeper truths about society's values and aspirations?", "q_good": "What is the association between net migration rates and labor force participation rates among women aged 25-34 across OECD countries from 2010-2023?", "source": "batch_large", "domain": "demography"}
{"q_bad": "How do human societies fundamentally transform their relationship with material objects over the course of civilization?", "q_good": "Do ceramic vessel rim diameters from Bronze Age domestic contexts in the Aegean show statistically significant changes in mean size between successive stratigraphic phases (Early, Middle, Late Bronze Age), and if so, what do these changes indicate about shifts in household storage capacity?", "source": "batch_large", "domain": "archaeology"}
{"q_bad": "What is the ultimate nature of consciousness and does it reveal fundamental truths about reality itself?", "q_good": "Does the temporal binding of neural activity across visual cortex regions (measured via multi-electrode recordings) correlate with participants' reports of unified conscious percepts in binocular rivalry tasks, and can we predict conscious perception timing from neural synchrony patterns?", "source": "batch_large", "domain": "philosophy of mind"}
{"q_bad": "Could innovative pedagogical approaches eventually explain differences in long-term student success across diverse populations?", "q_good": "How do specific active learning instructional strategies (e.g., peer instruction, problem-based learning) affect short-term assessment performance and course completion rates among first-generation and continuing-generation college students in introductory STEM courses?", "source": "batch_large", "domain": "education", "archetype": "speculative"}
{"q_bad": "Did the complexity of life increase or decrease leading up to the end-Permian extinction event?", "q_good": "Did mean morphological disparity (measured by principal component analysis of cranial measurements) of ammonoid cephalopods decrease significantly in the 500,000 years preceding the end-Permian extinction compared to the preceding 2 million years, based on radiometrically-dated specimens from the Urals?", "source": "batch_large", "domain": "paleontology"}
{"q_bad": "How does semantic understanding emerge from knowledge organization systems and what does it mean for information to be truly 'organized'?", "q_good": "What is the effect of adding DBpedia entity linking to metadata records on precision and recall in cross-lingual information retrieval tasks across English, Spanish, and Mandarin?", "source": "batch_large", "domain": "information science"}
{"q_bad": "How can we better understand the fundamental nature of protein folding and what it tells us about life itself?", "q_good": "Does incorporating AlphaFold2-predicted confidence scores (pLDDT values) as input features improve the accuracy of machine learning models for predicting protein-protein interaction sites compared to sequence-only baselines, as measured by F1-score on the DIPS benchmark dataset?", "source": "batch_large", "domain": "bioinformatics"}
{"q_bad": "How do aerosols fundamentally influence the nature of clouds and the energy balance of Earth's atmosphere?", "q_good": "What is the quantitative relationship between sulfate aerosol optical depth (AOD) at 550 nm and cloud droplet number concentration (CDNC) in marine boundary layer cumulus clouds over the Atlantic, and how does this relationship vary with cloud-top entrainment rate?", "source": "batch_large", "domain": "atmospheric science"}
{"q_bad": "Do drugs work better when people believe in them more?", "q_good": "In a randomized controlled trial of patients with moderate hypertension, does open-label administration of a standard ACE inhibitor produce a greater reduction in systolic blood pressure compared to double-blind administration of the same drug at identical doses, and can this difference be mediated by measured changes in plasma norepinephrine levels?", "source": "batch_large", "domain": "pharmacology"}
{"q_bad": "How do institutional quality and microfinance together escape countries from the poverty trap?", "q_good": "Does access to village savings and loan associations (VSLA) in rural Kenya increase agricultural productivity and household income by year 2, controlling for baseline land quality and farmer education levels?", "source": "batch_large", "domain": "development economics"}
{"q_bad": "Does eating more plant-based foods improve overall human wellness and vitality?", "q_good": "Among adults aged 40-65 with metabolic syndrome, does a 12-week isocaloric intervention replacing 50% of animal protein with legume-based protein affect serum LDL cholesterol and fasting glucose compared to habitual diet control, measured via standardized clinical assays?", "source": "batch_large", "domain": "nutrition science"}
{"q_bad": "How can we fundamentally understand the nature of catalytic effectiveness in chemical transformations?", "q_good": "How does the metal loading (0.5–5 wt%) on a ZrO₂ support affect the turnover frequency and apparent activation energy of CO₂ hydrogenation to methanol at 200–300°C and 50–100 bar?", "source": "batch_large", "domain": "chemical engineering"}
{"q_bad": "Could microbial symbiosis eventually explain the entire evolutionary trajectory of biodiversity in tropical rainforests?", "q_good": "How do shifts in bacterial community composition within the rhizosphere of dominant tree species correlate with changes in understory plant species richness across a gradient of soil disturbance in tropical forests?", "source": "batch_large", "domain": "ecology", "archetype": "speculative"}
{"q_bad": "How do aerosols influence the fundamental nature of clouds and their role in Earth's energy balance?", "q_good": "Does a 50% increase in sulfate aerosol number concentration in the marine boundary layer increase cloud droplet number concentration (Nd) and reduce effective droplet radius (re) such that cloud optical depth (τc) increases by >0.1 at constant liquid water content?", "source": "batch_large", "domain": "atmospheric science"}
{"q_bad": "How does the essence of literary meaning transcend cultural boundaries through translation?", "q_good": "Do translated literary texts from non-English sources exhibit different rates of intertextual reference density compared to originally-English-written texts in the same genre, as measured by citation frequency in academic databases (2010-2024)?", "source": "batch_large", "domain": "comparative literature"}
{"q_bad": "What is the true nature of spiritual transcendence in religious rituals and how does it relate to the ultimate meaning of human existence?", "q_good": "What measurable physiological changes (heart rate variability, cortisol levels, EEG patterns) occur in practitioners during Christian Pentecostal glossolalia compared to control groups engaged in non-religious vocalization?", "source": "batch_large", "domain": "religious studies"}
{"q_bad": "How do ocean currents influence the overall health and complexity of marine life?", "q_good": "How does variability in Atlantic Meridional Overturning Circulation (AMOC) strength affect dissolved oxygen concentrations and benthic megafauna abundance at depths >1000m in the North Atlantic over decadal timescales?", "source": "batch_large", "domain": "oceanography"}
{"q_bad": "How does the human body fundamentally adapt to the existential experience of being in space?", "q_good": "What are the changes in intracranial pressure and optic nerve sheath diameter in astronauts during 6-month ISS missions, and can these be mitigated by daily lower-body negative pressure therapy?", "source": "batch_large", "domain": "space medicine"}
{"q_bad": "How can we design better implants that truly integrate with the body in a meaningful way?", "q_good": "Does coating titanium dental implants with hydroxyapatite nanoparticles (50–200 nm) increase osseointegration, as measured by removal torque testing and histomorphometric bone-to-implant contact percentage at 8 and 12 weeks post-insertion in a rabbit femoral model?", "source": "batch_large", "domain": "biomedical engineering"}
{"q_bad": "What is the true nature of mathematical objects and do they exist independently of human thought?", "q_good": "How do formalist and intuitionist mathematicians differ in their criteria for accepting a proof as valid, and can these differences be operationalized through analysis of published mathematical arguments in constructive analysis versus classical logic?", "source": "batch_large", "domain": "philosophy of mathematics"}
{"q_bad": "What is the fundamental nature of consciousness and does it arise from physical processes or transcend them?", "q_good": "In patients with blindsight, does implicit detection of visual stimuli (measured by forced-choice accuracy above chance on unseen stimuli) correlate with activation patterns in primary visual cortex, and do these patterns differ from conscious visual perception tasks measured by fMRI?", "source": "batch_large", "domain": "philosophy of mind"}
{"q_bad": "How does the essence of crunchiness persist through time in processed foods?", "q_good": "How does moisture content (measured by Karl Fischer titration) affect fracture force (measured by texture analyzer) in freeze-dried apple chips stored at 25°C and 65% relative humidity over 12 weeks?", "source": "batch_large", "domain": "food science"}
{"q_bad": "How do quantum effects fundamentally shape the nature of self-assembled nanomaterials?", "q_good": "Does increasing the surface-to-volume ratio of gold nanoparticles from 100 nm to 10 nm diameter enhance plasmonic absorption peaks in the 500–600 nm wavelength range, and can this enhancement be predicted using Mie scattering theory?", "source": "batch_large", "domain": "nanotechnology"}
{"q_bad": "How do animals experience suffering from infectious diseases in ways that matter morally and existentially?", "q_good": "What is the seroprevalence of Brucella abortus in dairy cattle herds across three regions, and does vaccination status correlate with infection risk in unvaccinated contact animals?", "source": "batch_large", "domain": "veterinary science"}
{"q_bad": "How can we fundamentally understand the nature of catalytic efficiency in transforming complex organic molecules?", "q_good": "What is the effect of palladium particle size (5–50 nm) on the turnover frequency and selectivity of the Heck coupling reaction between iodobenzene and styrene at 120°C in DMF?", "source": "batch_large", "domain": "chemical engineering"}
{"q_bad": "How does gene expression affect everything in cell signaling?", "q_good": "How does altered transcription of NF-κB target genes within the first 4 hours of TNF-α stimulation affect the phosphorylation cascade of downstream MAPK proteins in human HeLa cells?", "source": "batch_large", "domain": "molecular biology", "archetype": "too_broad"}
{"q_bad": "How can we fundamentally improve human understanding through better knowledge representation?", "q_good": "Does adding schema.org structured data markup to academic article metadata reduce search result disambiguation time compared to unstructured text-only metadata in federated library discovery systems?", "source": "batch_large", "domain": "information science"}
{"q_bad": "How does the essence of literary meaning transcend linguistic and cultural boundaries in translation, and what does this reveal about the universal human experience?", "q_good": "To what extent do metaphorical mappings in source-text poetry remain recoverable in target-language translations, and how do translators' genre classifications affect their lexical choices for culturally-specific imagery?", "source": "batch_large", "domain": "comparative literature"}
{"q_bad": "How do literary traditions across cultures ultimately express universal human truths through the mysterious power of translation?", "q_good": "To what extent do translated metaphors from Japanese haiku preserve or shift their semantic domains when rendered into English free verse, as measured by corpus analysis of published translations (2010–2024) and native speaker perception ratings?", "source": "batch_large", "domain": "comparative literature"}
{"q_bad": "How can we fundamentally understand the nature of catalytic efficiency and what makes catalysts truly effective in advancing chemistry?", "q_good": "What is the effect of silver nanoparticle size (5–50 nm) on the turnover frequency (mol product/mol catalyst/h) of CO oxidation at 200°C in a fixed-bed reactor?", "source": "batch_large", "domain": "chemical engineering"}
{"q_bad": "How do crystalline arrangements fundamentally affect the nature of material strength?", "q_good": "Does increasing the grain boundary density in sputtered CuNi thin films (50-500 nm) via substrate temperature variation (25-400°C) correlate with measurable changes in hardness and elastic modulus as determined by nanoindentation?", "source": "batch_large", "domain": "materials science"}
{"q_bad": "How do animals experience suffering from infectious diseases in ways that matter morally?", "q_good": "What is the prevalence of Mycobacterium avium subspecies paratuberculosis (MAP) in dairy cattle herds across three geographic regions, and how does herd management practice (grazing vs. confined) correlate with infection rates?", "source": "batch_large", "domain": "veterinary science"}
{"q_bad": "What is the fundamental nature of cooperation in game-theoretic systems and does it reveal deeper truths about human rationality?", "q_good": "In repeated prisoner's dilemma games with n-player coalitions, does the minimum coalition size required to sustain cooperation above the one-shot Nash equilibrium payoff decrease monotonically with the discount factor, and if so, what is the functional relationship?", "source": "batch_large", "domain": "game theory"}
{"q_bad": "Does eating more plants make people healthier overall?", "q_good": "In adults aged 40-65 with metabolic syndrome, does a 12-week intervention replacing 50% of refined carbohydrates with legumes reduce fasting glucose levels by ≥10 mg/dL compared to habitual diet control, controlling for total caloric intake?", "source": "batch_large", "domain": "nutrition science"}
{"q_bad": "How can we design the perfect implant that maximizes biological harmony and minimizes rejection?", "q_good": "What surface coating parameters (polymer type, thickness, crosslink density) minimize macrophage infiltration into electrospun poly(lactic-co-glycolic acid) scaffolds in a subcutaneous murine model over 14 days?", "source": "batch_large", "domain": "biomedical engineering"}
{"q_bad": "How do institutional quality and social trust interact to break poverty traps and foster sustainable development in low-income countries?", "q_good": "Does access to village savings and loan associations (VSLAs) combined with local government transparency initiatives reduce the probability of households falling below the $1.90/day poverty line over 24 months in rural Uganda, and what is the moderating effect of pre-existing community enforcement mechanisms?", "source": "batch_large", "domain": "development economics"}
{"q_bad": "How can organizations achieve optimal efficiency in their supply chains through better decision-making?", "q_good": "What is the reduction in average inventory holding costs when applying a (Q,r) periodic review policy versus a continuous review policy in a two-echelon supply chain with stochastic demand following a normal distribution with CV=0.3?", "source": "batch_large", "domain": "operations research"}
{"q_bad": "What is the essence of musical beauty in Renaissance polyphony and how does it transcend cultural boundaries?", "q_good": "Do listeners with formal music training show higher accuracy in identifying cadential harmonic functions in 16th-century four-part motets compared to untrained listeners, and does performance tempo (slow vs. fast) significantly affect this accuracy?", "source": "batch_large", "domain": "musicology"}
{"q_bad": "How does sustainable farming philosophy influence the overall health and well-being of agricultural ecosystems?", "q_good": "What is the effect of reduced nitrogen fertilizer application (25%, 50%, 75% reduction from standard rates) on maize grain yield and soil nitrate levels in loamy soils under drip irrigation in semi-arid regions?", "source": "batch_large", "domain": "agricultural science"}
{"q_bad": "How do we truly understand what ancient people thought about the sacred?", "q_good": "Do ceramic vessels from Layer 3 at Site X dated to 1200–1000 BCE show chemical signatures (elemental analysis via pXRF) of ritual burning consistent with hearth contexts versus domestic cooking contexts, and do these signatures correlate with vessel morphology and breakage patterns?", "source": "batch_large", "domain": "archaeology"}
{"q_bad": "How does the essence of crystallinity relate to the fundamental nature of mechanical strength in materials?", "q_good": "How does grain size in sputtered Cu-Ni thin films (50-500 nm thickness) correlate with measured yield strength and hardness as determined by nanoindentation?", "source": "batch_large", "domain": "materials science"}
{"q_bad": "Does democratic governance cause economic growth?", "q_good": "Among middle-income countries between 2000-2020, does the transition from autocratic to democratic institutions predict GDP per capita growth rates after controlling for initial economic conditions, natural resource endowments, and regional trade patterns?", "source": "batch_large", "domain": "political science", "archetype": "naive_causation"}
{"q_bad": "How can we fundamentally reconceptualize the nature of meaning in knowledge representation systems?", "q_good": "What is the impact of adding schema.org structured metadata to untagged web documents on precision and recall in entity-linking tasks across three major search engines?", "source": "batch_large", "domain": "information science"}
{"q_bad": "How does the essence of literary meaning transcend cultural boundaries through translation?", "q_good": "Do translations of metaphor-dense postcolonial novels (2000-2020) retain source-language cultural references at measurably higher rates when translated by bilingual vs. monolingual translators, as assessed through systematic annotation of semantic equivalence?", "source": "batch_large", "domain": "comparative literature"}
{"q_bad": "How do players' fundamental notions of fairness shape the emergence of cooperative behavior in strategic interactions?", "q_good": "In a 20-round public goods game with heterogeneous endowments, does introducing a coalition-formation stage before each round increase contribution rates compared to a baseline without coalition formation, and does the effect vary by initial wealth distribution?", "source": "batch_large", "domain": "game theory"}
{"q_bad": "How can we make better implants that truly integrate with the body in a meaningful way?", "q_good": "Does electrospinning polycaprolactone scaffolds with embedded PLGA microspheres releasing vascular endothelial growth factor increase angiogenesis and mechanical integration (measured by shear strength testing) in subcutaneous rat implants compared to non-loaded controls over 8 weeks?", "source": "batch_large", "domain": "biomedical engineering"}
{"q_bad": "What is the true nature of learning itself?", "q_good": "How do metacognitive strategies during formative assessment affect learning gains among students from different socioeconomic backgrounds?", "source": "batch_large", "domain": "education", "archetype": "ontological"}
{"q_bad": "How do aerosols fundamentally change the nature of clouds and affect the planet's energy balance?", "q_good": "What is the quantitative relationship between aerosol optical depth (AOD) at 550 nm and cloud droplet number concentration (CDNC) in warm marine boundary layer clouds over the North Atlantic, and how does this relationship vary with cloud liquid water content?", "source": "batch_large", "domain": "atmospheric science"}
{"q_bad": "How do drugs fundamentally change the nature of human consciousness and what is the ultimate purpose of receptor signaling in the universe?", "q_good": "Does pretreatment with CYP3A4 inhibitors alter the pharmacokinetic clearance rate and maximum plasma concentration (Cmax) of midazolam in healthy adult volunteers, as measured by liquid chromatography-tandem mass spectrometry?", "source": "batch_large", "domain": "pharmacology"}
{"q_bad": "How does kinship structure affect everything in human society?", "q_good": "How do unilineal descent rules (patrilineal vs. matrilineal) correlate with patterns of post-marital residence and land inheritance practices among farming communities in sub-Saharan Africa during the 20th century?", "source": "batch_large", "domain": "anthropology", "archetype": "too_broad"}
{"q_bad": "How do we fundamentally understand the nature of disease transmission between animals and what does it mean for the interconnectedness of all living things?", "q_good": "What is the prevalence of SARS-CoV-2 in farmed mink populations across the United States, and what farm-level management practices (ventilation type, stocking density, biosecurity protocols) are significantly associated with infection detection rates?", "source": "batch_large", "domain": "veterinary science"}
{"q_bad": "What is the nature of fairness in coalition formation and does it emerge naturally from rational self-interest?", "q_good": "In a laboratory experiment with 24 subjects playing a 10-round coalition formation game with observable payoffs, does the implementation of a Shapley value-based redistribution mechanism reduce the variance in individual payoffs across coalitions compared to a baseline condition with no redistribution?", "source": "batch_large", "domain": "game theory"}
{"q_bad": "How does food processing fundamentally change the nature of taste and human experience with food?", "q_good": "What is the effect of high-pressure processing (400-600 MPa) on the hardness, springiness, and cohesiveness of cooked chicken breast as measured by texture analyzer, and how do these changes correlate with trained panelist sensory scores using a standardized descriptive analysis protocol?", "source": "batch_large", "domain": "food science"}
{"q_bad": "How do ocean currents influence the overall health and balance of marine life?", "q_good": "What is the relationship between Atlantic Meridional Overturning Circulation (AMOC) strength and benthic foraminifera species diversity at depths >2000m in the North Atlantic, as measured by carbon isotope ratios (δ13C) and abundance counts over the past 50 years?", "source": "batch_large", "domain": "oceanography"}
{"q_bad": "How does food processing affect the overall quality and consumer satisfaction of processed foods?", "q_good": "Does high-pressure processing (400–600 MPa) compared to thermal pasteurization maintain greater firmness (measured by texture analysis using a TA.XT Plus analyzer) in strawberry puree over 28 days at 4°C, as assessed by trained sensory panels using a standardized 9-point firmness scale?", "source": "batch_large", "domain": "food science"}
{"q_bad": "How do aerosols fundamentally shape the nature of clouds and affect Earth's climate destiny?", "q_good": "What is the quantitative relationship between cloud condensation nuclei (CCN) number concentration at 0.5% supersaturation and cloud droplet effective radius in stratocumulus clouds over the Eastern Pacific, and how does this relationship vary with aerosol source (anthropogenic vs. natural)?", "source": "batch_large", "domain": "atmospheric science"}
{"q_bad": "How can we fundamentally understand the nature of catalytic efficiency in complex industrial processes?", "q_good": "What is the quantitative relationship between platinum particle size (5-50 nm, measured by TEM) and turnover frequency for CO oxidation at 150-200°C in a fixed-bed reactor, and how does this relationship differ across three common support materials?", "source": "batch_large", "domain": "chemical engineering"}
{"q_bad": "How can we achieve sustainable and harmonious crop production that respects the fundamental balance of nature while maximizing human wellbeing?", "q_good": "Does the application of mycorrhizal fungi inoculants to maize soil increase grain yield by >10% compared to uninoculated controls under rainfed conditions in semi-arid regions?", "source": "batch_large", "domain": "agricultural science"}
{"q_bad": "Could alterations in gene expression patterns eventually explain how cells achieve perfect coordination in complex multicellular organisms?", "q_good": "How does CREB phosphorylation at specific serine residues regulate the binding affinity of transcription factors to CpG-rich promoter regions in response to cAMP signaling in HEK293 cells?", "source": "batch_large", "domain": "molecular biology", "archetype": "speculative"}
{"q_bad": "How can we truly understand the nature of truth and reality in forensic evidence interpretation?", "q_good": "What is the inter-rater reliability (Cohen's kappa) of latent fingerprint examiners when classifying partial prints (< 8 ridge characteristics) using AAFIS versus manual comparison across 100 crime scene samples?", "source": "batch_large", "domain": "forensic science"}
{"q_bad": "What is the true essence of harmonic beauty in Romantic-era music, and how does it relate to the human soul's perception of emotional authenticity?", "q_good": "Do listeners trained in music theory show significantly different response times and accuracy in identifying cadential progressions (authentic, plagal, deceptive) compared to untrained listeners, when presented with 19th-century piano excerpts?", "source": "batch_large", "domain": "musicology"}
{"q_bad": "How do early attachment relationships shape the overall quality of a person's life?", "q_good": "Does secure attachment classification at 12 months (measured by Strange Situation Procedure) predict lower internalizing symptom scores on the Child Behavior Checklist at 36 months, controlling for maternal depression and socioeconomic status?", "source": "batch_large", "domain": "developmental psychology"}
{"q_bad": "How do cognitive biases affect human behavior?", "q_good": "How do confirmation bias and availability heuristic specifically affect investment decision-making in adults aged 25-40 with investment experience over a 12-week period?", "source": "batch_large", "domain": "psychology", "archetype": "too_broad"}
{"q_bad": "How do ancient societies truly understand the meaning of their own material culture?", "q_good": "What are the quantifiable differences in ceramic vessel wall thickness and decoration complexity across three stratigraphic layers in the Neolithic settlement, and what do these changes suggest about functional specialization or temporal succession?", "source": "batch_large", "domain": "archaeology"}
{"q_bad": "How does the human spirit adapt to the existential isolation of space?", "q_good": "What is the effect of 180-day microgravity exposure on soleus muscle fiber cross-sectional area and myosin heavy chain isoform composition in astronauts, measured via vastus lateralis biopsy pre-flight, in-flight, and at 30/90 days post-landing?", "source": "batch_large", "domain": "space medicine"}
{"q_bad": "How does the fundamental nature of human mortality risk evolve across the lifespan in ways that insurance systems should philosophically recognize?", "q_good": "Do parametric mortality models (Gompertz, Lee-Carter) fitted to age 65+ population data from 2010-2020 show statistically significant improvements in out-of-sample forecast accuracy for age 85+ when incorporating lagged improvements in adjacent age groups, and what is the magnitude of this effect across three developed economies?", "source": "batch_large", "domain": "actuarial science"}
{"q_bad": "What is the fundamental nature of consciousness and does it require non-physical substances to exist?", "q_good": "In patients with visual form agnosia, does lesion location in the ventral stream (measured via fMRI and structural imaging) predict whether they retain implicit visual discrimination abilities in two-alternative forced choice tasks?", "source": "batch_large", "domain": "philosophy of mind"}
{"q_bad": "How can we fundamentally transform our understanding of catalytic processes to achieve more sustainable industrial chemistry?", "q_good": "What is the quantitative relationship between zeolite pore size (8Å–12Å) and the apparent activation energy for n-alkane cracking at 450–550°C, measured via temperature-programmed decomposition with online GC-MS analysis?", "source": "batch_large", "domain": "chemical engineering"}
{"q_bad": "How does the quality of human connection shape the deeper meaning children find in their existence?", "q_good": "Does secure attachment classification at 12 months (measured via the Strange Situation Procedure) predict vocabulary size at 24 months, controlling for maternal education and SES?", "source": "batch_large", "domain": "developmental psychology"}
{"q_bad": "Does the emotional essence of music transcend cultural and temporal boundaries in ways that reflect universal human experience?", "q_good": "Do listeners from different cultural backgrounds show similar patterns of neural activation (measured by fMRI) in auditory cortex and amygdala regions when hearing major vs. minor chord progressions in unfamiliar musical styles?", "source": "batch_large", "domain": "musicology"}
{"q_bad": "How can we design better implants that truly integrate with the human body in a meaningful way?", "q_good": "Does coating titanium dioxide nanoparticles with hyaluronic acid improve osteoblast adhesion and mineralization on poly(lactic-co-glycolic acid) scaffolds compared to uncoated controls, measured by quantitative PCR of osteogenic markers (ALP, OCN) at 7 and 14 days in vitro?", "source": "batch_large", "domain": "biomedical engineering"}
{"q_bad": "How does the human spirit adapt to the isolation and vastness of space?", "q_good": "What is the change in grip strength and lower limb muscle mass (measured by DXA and dynamometry) in astronauts after 6 months of microgravity exposure compared to pre-flight baseline measurements?", "source": "batch_large", "domain": "space medicine"}
{"q_bad": "What makes a harmonic progression feel emotionally authentic to how the Baroque composers intended it?", "q_good": "Do listeners' harmonic expectancy violations (measured via event-related potentials and reaction time) differ when hearing a Bach chorale in 18th-century tuning (meantone) versus equal temperament, controlling for familiarity and musical training?", "source": "batch_large", "domain": "musicology"}
{"q_bad": "How can we fundamentally reimagine the nature of biological integration to create implants that achieve perfect harmony with living systems?", "q_good": "Does electrospinning polycaprolactone scaffolds with surface-immobilized RGD peptides increase fibroblast adhesion density and metabolic activity compared to unmodified scaffolds within 7 days of in vitro culture?", "source": "batch_large", "domain": "biomedical engineering"}
{"q_bad": "How do quantum effects fundamentally reshape our understanding of the nature of matter in nanotechnology?", "q_good": "Does increasing the surface-to-volume ratio of gold nanoparticles from 10 nm to 2 nm diameter increase their catalytic activity in CO oxidation reactions, and by what quantifiable factor?", "source": "batch_large", "domain": "nanotechnology"}
{"q_bad": "How does the emotional essence of a musical key transcend time and culture?", "q_good": "Do listeners from Western tonal training backgrounds and non-Western musical backgrounds show differential neural activation (fMRI) in the amygdala and insula when exposed to identical major vs. minor chord progressions in isolation?", "source": "batch_large", "domain": "musicology"}
{"q_bad": "How can we fundamentally understand the nature of catalytic efficiency in a holistic way?", "q_good": "What is the effect of mesopore diameter (5–50 nm) on apparent activation energy and turnover frequency for CO₂ hydrogenation over Ni/SiO₂ catalysts at 200–300°C and 1–10 bar?", "source": "batch_large", "domain": "chemical engineering"}
{"q_bad": "How does the fundamental nature of protein folding reveal deeper truths about the universe and consciousness?", "q_good": "Does incorporating predicted secondary structure features into a machine learning model improve the accuracy of transmembrane domain prediction in multi-pass proteins compared to using primary sequence alone?", "source": "batch_large", "domain": "bioinformatics"}
{"q_bad": "How do cultural values shape the essence of human population growth across civilizations?", "q_good": "Among women aged 25-34 in sub-Saharan Africa, what is the relationship between years of secondary education completed and total fertility rate, controlling for urban/rural residence and household income quintile?", "source": "batch_large", "domain": "demography"}
{"q_bad": "How can we fundamentally understand the nature of catalytic efficiency in complex chemical transformations?", "q_good": "What is the quantitative relationship between zeolite pore diameter (8-12 Å) and turnover frequency (TOF) for the cracking of n-octane at 350-400°C, and how does this relationship vary with acid site density (0.1-1.0 mmol/g)?", "source": "batch_large", "domain": "chemical engineering"}
{"q_bad": "How do material objects reflect the true essence of ancient human consciousness and spiritual beliefs?", "q_good": "Does the frequency and spatial distribution of ochre residues in occupation layers at [specific site name] correlate with burial contexts versus domestic contexts, and what does this pattern suggest about pigment use practices?", "source": "batch_large", "domain": "archaeology"}
{"q_bad": "How does the human spirit adapt to the existential challenges of space exploration?", "q_good": "Does prolonged exposure to galactic cosmic radiation (>0.5 Gy over 6 months) correlate with measurable changes in peripheral blood lymphocyte counts and DNA damage markers (γ-H2AX foci) in astronauts on long-duration missions?", "source": "batch_large", "domain": "space medicine"}
{"q_bad": "How do we truly understand the spiritual beliefs and cosmological worldview of ancient peoples through the things they left behind?", "q_good": "Do ceramic vessels with specific iconographic motifs (zoomorphic vs. geometric designs) co-occur with faunal assemblages indicating ritual animal consumption at Mississippian mound sites, and what does their stratigraphic distribution reveal about temporal shifts in mortuary practice?", "source": "batch_large", "domain": "archaeology"}
{"q_bad": "Do quantum effects make self-assembled nanomaterials more fundamentally real and meaningful than bulk materials?", "q_good": "How does varying gold nanoparticle diameter (5–50 nm) affect plasmonic absorption wavelength and does this correlate with density functional theory predictions of quantum confinement effects?", "source": "batch_large", "domain": "nanotechnology"}
{"q_bad": "What is the essence of athletic excellence and how does the human body achieve it?", "q_good": "Does neuromuscular training combining balance, proprioceptive, and strength exercises reduce anterior cruciate ligament injury incidence in female soccer players compared to standard strength training alone, measured over a single competitive season?", "source": "batch_large", "domain": "sports science"}
{"q_bad": "Does income inequality cause economic growth?", "q_good": "In OECD countries between 1990-2020, does a one standard deviation increase in the Gini coefficient predict slower GDP per capita growth in the following 5-year period, after controlling for initial GDP levels, human capital investment, and institutional quality?", "source": "batch_large", "domain": "economics", "archetype": "naive_causation"}
{"q_bad": "How do deep ocean currents affect the overall health and well-being of marine life?", "q_good": "What is the relationship between thermohaline circulation intensity (measured by AMOC transport rates) and dissolved oxygen concentrations at depths >2000m in the North Atlantic, and how does this correlation vary seasonally?", "source": "batch_large", "domain": "oceanography"}
{"q_bad": "What makes athletes truly great and how does the mind overcome physical limitations?", "q_good": "Does a 12-week periodized plyometric training protocol reduce ground reaction force asymmetry during bilateral landing tasks in female soccer players, and does this correlate with decreased ACL injury risk biomarkers?", "source": "batch_large", "domain": "sports science"}
{"q_bad": "How do aerosols influence the fundamental nature of clouds and their role in Earth's climate system?", "q_good": "What is the quantitative relationship between cloud condensation nuclei (CCN) concentration (measured at 0.5% supersaturation) and cloud droplet effective radius in marine stratocumulus clouds over the Southeast Atlantic, and how does this affect shortwave cloud radiative forcing as measured by satellite radiometers?", "source": "batch_large", "domain": "atmospheric science"}
{"q_bad": "How does the human spirit adapt to the isolation and vastness of space?", "q_good": "What is the rate of bone mineral density loss in the femoral neck during 6-month International Space Station missions, and does resistive exercise countermeasure compliance (>85% vs. <50%) significantly reduce this loss?", "source": "batch_large", "domain": "space medicine"}
{"q_bad": "What role does the animal microbiome play in the overall health and wellness of domestic species?", "q_good": "Does oral administration of Faecalibacterium prausnitzii reduce clinical signs of canine inflammatory bowel disease (measured by CCECAI score) compared to placebo in a randomized controlled trial of 60 client-owned dogs over 8 weeks?", "source": "batch_large", "domain": "veterinary science"}
{"q_bad": "How does the fundamental nature of crystallinity influence the essence of material strength in thin film systems?", "q_good": "What is the quantitative relationship between grain size (50-500 nm), measured via X-ray diffraction, and tensile strength in 200 nm Cu-Ni thin films deposited on Si substrates via magnetron sputtering?", "source": "batch_large", "domain": "materials science"}
{"q_bad": "How do drugs fundamentally alter the nature of human consciousness and well-being?", "q_good": "Does chronic administration of selective serotonin reuptake inhibitors (SSRIs) at therapeutic doses alter hippocampal BDNF expression levels in rodent models, and does this change correlate with measurable improvements in Morris Water Maze performance?", "source": "batch_large", "domain": "pharmacology"}
{"q_bad": "How do quantum effects fundamentally change the nature of reality in nanomaterials?", "q_good": "Does increasing the gold nanoparticle diameter from 5 nm to 50 nm correlate with a measurable shift in the surface plasmon resonance peak wavelength as measured by UV-Vis spectroscopy?", "source": "batch_large", "domain": "nanotechnology"}
{"q_bad": "How can we design better biomedical implants that truly integrate with living tissue in a holistic way?", "q_good": "What is the effect of surface roughness (Ra 0.4–3.2 μm) and coating material (hydroxyapatite vs. titanium oxide) on osteoblast adhesion density and expression of alkaline phosphatase after 7 days of culture on titanium alloy implants in vitro?", "source": "batch_large", "domain": "biomedical engineering"}
{"q_bad": "Does eating more naturally harmonize with human biological potential and spiritual wellness?", "q_good": "Does consuming a diet with ≥75% unprocessed foods versus ≤25% unprocessed foods for 12 weeks improve serum vitamin D bioavailability (measured by 25-hydroxyvitamin D levels) and reduce inflammatory markers (CRP, IL-6) in adults aged 25-50?", "source": "batch_large", "domain": "nutrition science"}
{"q_bad": "How does the ocean's mysterious chemical balance maintain life in the deepest trenches?", "q_good": "Does dissolved oxygen concentration in the abyssal zone (>4000 m depth) of the Western Pacific correlate significantly with benthic macrofauna biodiversity, and if so, what is the strength of this relationship across different trench systems?", "source": "batch_large", "domain": "oceanography"}
{"q_bad": "How does the fundamental nature of crystallinity influence the essence of material strength?", "q_good": "Does increasing the grain boundary density (via reducing grain size from 100 nm to 10 nm) in nanocrystalline copper thin films increase yield strength, and if so, by what percentage, as measured by nanoindentation at room temperature?", "source": "batch_large", "domain": "materials science"}
{"q_bad": "How do players fundamentally understand the nature of cooperation in strategic interaction?", "q_good": "In a repeated prisoner's dilemma with a fixed 50-round horizon and perfect information, does the adoption of tit-for-tat strategies increase cooperation rates compared to random play, and does this effect differ when players receive explicit payoff feedback after each round versus summary feedback?", "source": "batch_large", "domain": "game theory"}
{"q_bad": "Could cognitive biases eventually explain all human decision-making behavior?", "q_good": "Do individuals with higher scores on the Cognitive Reflection Test show significantly fewer framing biases in risky choice tasks compared to those with lower scores?", "source": "batch_large", "domain": "psychology", "archetype": "speculative"}
{"q_bad": "Could epigenetic modifications eventually explain all forms of complex human behavior and personality traits?", "q_good": "How do DNA methylation patterns at specific CpG sites in the promoter regions of BDNF and COMT genes correlate with measured differences in cognitive performance and emotional regulation in monozygotic twins raised apart?", "source": "batch_large", "domain": "genetics", "archetype": "speculative"}
{"q_bad": "How much does the human interpretation of crime scenes affect the pursuit of justice?", "q_good": "Does the order of evidence presentation (DNA first vs. crime scene photos first) significantly affect the probability that mock jurors convict a defendant in a simulated trial, controlling for DNA match strength and photographic clarity?", "source": "batch_large", "domain": "forensic science"}
{"q_bad": "What is the ultimate nature of mathematical truth and does it exist independently of human minds?", "q_good": "How do constructivist and formalist mathematicians differ in their acceptance criteria for existence proofs, and can we empirically measure these differences through analysis of published mathematical literature from 1950-2024?", "source": "batch_large", "domain": "philosophy of mathematics"}
{"q_bad": "What is the ultimate nature of mathematical truth and does it exist independently of human minds?", "q_good": "How do formal axiomatic systems (ZFC vs. intuitionistic type theory) differ in their capacity to prove the same theorems, and what does this reveal about the relationship between proof methods and mathematical ontology?", "source": "batch_large", "domain": "philosophy of mathematics"}
{"q_bad": "How does the human body achieve athletic excellence through the integration of mind and physical capability?", "q_good": "Does 8 weeks of eccentric hamstring strengthening training reduce the incidence of anterior cruciate ligament injuries in female soccer players compared to a control group?", "source": "batch_large", "domain": "sports science"}
{"q_bad": "Does mindfulness help athletes achieve their true potential?", "q_good": "Does an 8-week mindfulness-based stress reduction (MBSR) intervention reduce reaction time variability and increase shooting accuracy in competitive collegiate archers compared to a control group?", "source": "batch_large", "domain": "sports science"}
{"q_bad": "What is the ultimate spiritual meaning of prayer across all religious traditions?", "q_good": "How do self-reported physiological responses (heart rate, cortisol levels) during structured prayer differ between Christian contemplative and Islamic dhikr practitioners, and can these differences be correlated with measured attention patterns using eye-tracking?", "source": "batch_large", "domain": "religious studies"}
{"q_bad": "How do we better understand the holistic wellness of animals in their natural ecosystems?", "q_good": "What is the prevalence of Mycobacterium bovis in dairy cattle herds (>50 animals) in regions with wildlife reservoirs, and what herd-level management practices are significantly associated with infection risk?", "source": "batch_large", "domain": "veterinary science"}
{"q_bad": "Does mental resilience fundamentally enhance athletic excellence in ways that transcend physical conditioning?", "q_good": "In collegiate soccer players, does an 8-week cognitive-behavioral stress inoculation intervention reduce time-to-fatigue during repeated sprint testing (measured via force plate and photocell timing) compared to a control group?", "source": "batch_large", "domain": "sports science"}
{"q_bad": "Could mental representations eventually explain the full nature of human consciousness?", "q_good": "How do different types of mental representations (visual, linguistic, conceptual) influence decision-making speed and accuracy in categorization tasks?", "source": "batch_large", "domain": "cognitive science", "archetype": "speculative"}
{"q_bad": "How can we make biocompatible implants that better harmonize with the body's natural healing processes?", "q_good": "Does coating titanium implants with electrospun polycaprolactone nanofibers (1–5 μm diameter) reduce macrophage inflammatory response (TNF-α, IL-6 secretion) compared to uncoated controls in a 14-day in vitro human monocyte culture model?", "source": "batch_large", "domain": "biomedical engineering"}
{"q_bad": "How do human societies fundamentally transform their relationship with material objects through time?", "q_good": "Does the frequency of pottery vessel rim diameters at site XYZ correlate with radiocarbon-dated stratigraphic layers, and do diameter distributions differ significantly between layers separated by more than 500 years?", "source": "batch_large", "domain": "archaeology"}
{"q_bad": "How does the essence of soil health influence the philosophical nature of sustainable agriculture?", "q_good": "Does application of biochar at 10, 20, or 30 tons/hectare to sandy loam soil increase maize yield by >15% compared to control plots, and what is the dose-response relationship with soil organic matter content measured via loss-on-ignition?", "source": "batch_large", "domain": "agricultural science"}
{"q_bad": "How do quantum effects fundamentally change the nature of self-assembled nanomaterials in ways that matter for everything?", "q_good": "Does increasing the surface-area-to-volume ratio of gold nanoparticles (5–50 nm) through templated self-assembly reproducibly enhance their catalytic activity in CO oxidation compared to bulk gold, and can this enhancement be quantitatively predicted by density functional theory modeling of quantum confinement effects?", "source": "batch_large", "domain": "nanotechnology"}
{"q_bad": "How can we achieve truly sustainable and harmonious agriculture that respects the fundamental essence of nature?", "q_good": "Does drip irrigation combined with soil moisture sensors reduce water use by ≥30% while maintaining or increasing maize yields compared to flood irrigation in semi-arid climates?", "source": "batch_large", "domain": "agricultural science"}
{"q_bad": "How does the essence of texture change during food processing and what does this mean for human experience?", "q_good": "How does high-pressure processing (400-600 MPa) affect the hardness and springiness of cooked chicken breast as measured by texture analysis (TA.XT Plus) and trained sensory panel scores over 21 days of refrigerated storage?", "source": "batch_large", "domain": "food science"}
{"q_bad": "How do players' fundamental notions of fairness and justice shape the emergence of cooperative equilibria in repeated interactions?", "q_good": "In a repeated public goods game with n=20 players and 10 rounds, does introducing peer punishment mechanisms increase the likelihood of reaching a Pareto-efficient equilibrium compared to a baseline without punishment?", "source": "batch_large", "domain": "game theory"}
{"q_bad": "What does the fossil record ultimately tell us about the true nature of evolutionary progress and whether life is destined to become more complex?", "q_good": "Using phylogenetic comparative methods on geometric morphometric data from cranial fossils, did tetrapod body size increase significantly during the 10 million years preceding the end-Cretaceous extinction event, and can this trend be distinguished from background evolutionary rates?", "source": "batch_large", "domain": "paleontology"}
{"q_bad": "How can forensic science better understand the nature of truth in criminal investigations?", "q_good": "Does the implementation of blind DNA profile comparison protocols reduce erroneous suspect identifications compared to standard sequential review procedures in property crime casework?", "source": "batch_large", "domain": "forensic science"}
{"q_bad": "Does mental resilience contribute to athletic excellence in holistic ways?", "q_good": "In elite basketball players, does mental skills training (visualization + self-talk) delivered 3x/week for 8 weeks reduce reaction time variability in high-pressure free-throw scenarios compared to control group?", "source": "batch_large", "domain": "sports science"}
{"q_bad": "How do proteins achieve their magnificent functional complexity through the mysterious interplay of evolutionary forces and structural elegance?", "q_good": "Can transformer-based language models trained on aligned protein sequences predict missense variant pathogenicity with greater accuracy than existing physics-based scoring methods when evaluated on ClinVar-curated clinical variants?", "source": "batch_large", "domain": "bioinformatics"}
{"q_bad": "How do institutions fundamentally shape the destiny of poor nations and their ability to escape poverty?", "q_good": "Do villages that receive business registration training and simplified licensing procedures experience measurable increases in formal SME registration rates and tax revenue collection compared to control villages over a 3-year period?", "source": "batch_large", "domain": "development economics"}
{"q_bad": "How can we better understand the fundamental nature of protein folding in biological systems?", "q_good": "What is the prediction accuracy (measured by TM-score ≥0.5) of AlphaFold2 on transmembrane proteins with <30% sequence identity to PDB structures, compared to homology-based template modeling?", "source": "batch_large", "domain": "bioinformatics"}
{"q_bad": "What is the fundamental nature of the strong nuclear force and why does it exist in the universe?", "q_good": "Does the measured partial half-life of the rare decay mode 0νββ in ¹³⁶Xe (if detected above background) constrain the Majorana mass of the electron neutrino within the range predicted by current cosmological models?", "source": "batch_large", "domain": "nuclear physics"}
{"q_bad": "What role does the human spirit play in determining whether populations grow or decline?", "q_good": "How does the ratio of working-age population (15-64 years) to dependent population (0-14 and 65+ years) differ between countries with fertility rates above 2.5 children per woman versus below 1.5, and what are the projected economic implications for tax revenues over the next 20 years?", "source": "batch_large", "domain": "demography"}
{"q_bad": "How does the human body fundamentally adapt to the existential nature of being in space?", "q_good": "What are the quantifiable changes in plasma volume, red blood cell mass, and orthostatic tolerance in astronauts during the first 72 hours of microgravity exposure, and how do these changes correlate with individual pre-flight cardiovascular fitness metrics?", "source": "batch_large", "domain": "space medicine"}
{"q_bad": "How can we better understand the nature of knowledge itself through improved organizational systems?", "q_good": "Do entity-based knowledge graphs with machine-learned embeddings retrieve relevant documents more accurately than traditional keyword-based indexing for domain-specific medical literature searches?", "source": "batch_large", "domain": "information science"}
{"q_bad": "How do drugs truly work at the deepest level of biological consciousness and can we ever really understand the essence of chemical interaction?", "q_good": "Does allosteric modulation of the M2 muscarinic receptor by compound X increase the binding affinity of acetylcholine compared to orthosteric binding, and by what magnitude as measured by surface plasmon resonance?", "source": "batch_large", "domain": "pharmacology"}
{"q_bad": "Does activation of the prefrontal cortex cause prosocial behavior?", "q_good": "In adult human subjects, does optogenetic stimulation of pyramidal neurons in the ventromedial prefrontal cortex (vmPFC) increase helping behavior in a dictator game task compared to sham stimulation, and is this effect mediated by altered functional connectivity with the anterior insula?", "source": "batch_large", "domain": "neuroscience", "archetype": "naive_causation"}
{"q_bad": "What is the ultimate nature of mathematical truth and does it exist independently of human minds?", "q_good": "How do intuitionistic and formalist mathematicians differ in their criteria for accepting a proof as valid, and can these differences be operationalized through analysis of published mathematical arguments?", "source": "batch_large", "domain": "philosophy of mathematics"}
{"q_bad": "How does the presence of microfinance fundamentally change the nature of poverty and human dignity in developing economies?", "q_good": "What is the causal effect of access to microfinance on household income volatility and asset accumulation among women entrepreneurs in rural Bangladesh, measured over 36 months?", "source": "batch_large", "domain": "development economics"}
{"q_bad": "What is the true nature of political power itself?", "q_good": "How do formal institutional constraints and informal social networks differentially affect policy implementation outcomes across municipal governments?", "source": "batch_large", "domain": "political science", "archetype": "ontological"}
{"q_bad": "How does the essence of freshness change throughout the lifecycle of processed foods?", "q_good": "How does texture degradation (measured by instrumental hardness testing and sensory panel analysis using a standardized scale) progress in extruded breakfast cereals stored at 25°C and 65% relative humidity over 6 months?", "source": "batch_large", "domain": "food science"}
{"q_bad": "How do invasive species affect ecosystems?", "q_good": "How do invasive lionfish populations impact native fish species richness and benthic community structure in shallow coral reef ecosystems of the western Atlantic over a 5-year period?", "source": "batch_large", "domain": "ecology", "archetype": "too_broad"}
{"q_bad": "How do translations preserve the essential spirit and cultural meaning of literary works across different languages and civilizations?", "q_good": "Do English translations of 21st-century Japanese literary fiction retain metaphorical density (measured by metaphor frequency and semantic field overlap) compared to source texts, and does retention correlate with translator experience in poetry versus prose?", "source": "batch_large", "domain": "comparative literature"}
{"q_bad": "How can forensic science better understand the true nature of criminal intent and moral responsibility at crime scenes?", "q_good": "What is the sensitivity and specificity of rapid toxicology screening using liquid chromatography-mass spectrometry for detecting common opioids in postmortem blood samples compared to standard immunoassay methods?", "source": "batch_large", "domain": "forensic science"}
{"q_bad": "How does the essence of crystallinity influence the fundamental nature of material strength?", "q_good": "Does increasing the grain boundary density in CuZn brass thin films (50–500 nm thickness) deposited via DC magnetron sputtering decrease tensile strength measured by nanoindentation, and if so, what is the quantitative relationship?", "source": "batch_large", "domain": "materials science"}
{"q_bad": "What is the fundamental nature of the strong nuclear force and does it reveal deeper truths about reality?", "q_good": "What is the branching ratio of beta-minus decay to excited states versus ground states in Cs-137, and how does this affect heat generation in spent nuclear fuel?", "source": "batch_large", "domain": "nuclear physics"}
{"q_bad": "How does the human spirit adapt to the existential isolation of space?", "q_good": "Does prolonged microgravity exposure (>90 days) significantly alter vestibular function recovery rates compared to short-duration spaceflight (<14 days), as measured by dynamic visual acuity and postural stability tests upon Earth return?", "source": "batch_large", "domain": "space medicine"}
{"q_bad": "How do societies fundamentally transform their relationship with childbearing and family structure over time?", "q_good": "In what ways do changes in female labor force participation rates predict changes in total fertility rates across OECD countries between 2000 and 2020, controlling for education and GDP per capita?", "source": "batch_large", "domain": "demography"}
{"q_bad": "How can we better understand the nature of knowledge itself through improved information systems?", "q_good": "What is the impact of linked data RDF triple density on entity resolution accuracy in cross-domain knowledge graphs, measured by precision and recall metrics?", "source": "batch_large", "domain": "information science"}
{"q_bad": "How does the essence of food texture relate to human satisfaction and well-being in modern society?", "q_good": "Does enzymatic browning inhibition through citric acid treatment (0.5-2.0% w/v) affect the crispness retention and consumer acceptability of pre-cut apple slices stored at 4°C over 14 days, as measured by texture analyzer force measurements and trained sensory panel ratings?", "source": "batch_large", "domain": "food science"}
{"q_bad": "What is the essence of musical beauty in the harmonic progressions of the Romantic era, and how does it transcend human understanding?", "q_good": "Do listeners with formal music training recognize harmonic deceptive cadences (IV-I) with significantly higher accuracy than untrained listeners, and does this recognition latency differ as a function of musical style (Classical vs. Romantic)?", "source": "batch_large", "domain": "musicology"}
{"q_bad": "What is the true nature of mental representation itself—how does abstract cognition achieve its fundamental being as distinct from mere physical processes?", "q_good": "How do visual and semantic representations differ in their neural encoding patterns, and can we predict behavioral decision-making accuracy from the degree of representational overlap between these formats?", "source": "batch_large", "domain": "cognitive science", "archetype": "ontological"}
{"q_bad": "Could social media eventually explain all forms of contemporary inequality?", "q_good": "How does frequency of social media use correlate with awareness of income inequality among university students, controlling for socioeconomic background and news consumption habits?", "source": "batch_large", "domain": "sociology", "archetype": "speculative"}
{"q_bad": "What is the true spiritual essence of religious ritual and how does it connect to the divine nature of human consciousness?", "q_good": "How do repeated recitation practices in Buddhist chanting affect cortical activity patterns and self-reported sense of presence compared to control conditions, as measured by fMRI and validated questionnaires?", "source": "batch_large", "domain": "religious studies"}
{"q_bad": "What is the fundamental nature of nuclear binding energy and why does the universe prefer certain nuclear configurations over others?", "q_good": "Does the neutron-to-proton ratio at which spontaneous fission occurs in superheavy elements (Z > 100) follow the Liquid Drop Model predictions, and what systematic deviations exist for isotopes with Z = 120-126?", "source": "batch_large", "domain": "nuclear physics"}
{"q_bad": "Does eating more plants make people healthier in a holistic way?", "q_good": "Does a 12-week intervention replacing refined grains with whole grains decrease fasting glucose levels by ≥5 mg/dL in adults aged 40-65 with prediabetes, as measured by venous blood samples?", "source": "batch_large", "domain": "nutrition science"}
{"q_bad": "How can we make crops more sustainable and resilient in the face of environmental challenges?", "q_good": "Does supplementing soil with biochar at 10 t/ha increase maize grain yield by ≥15% compared to control plots, and does this effect persist across three consecutive growing seasons in clay loam soils with pH 5.8–6.5?", "source": "batch_large", "domain": "agricultural science"}
{"q_bad": "Could genetic predisposition eventually explain the entire burden of cardiovascular disease in aging populations?", "q_good": "What proportion of the variation in cardiovascular disease incidence among adults aged 65+ is attributable to specific genetic polymorphisms (e.g., APOE, LPA variants) compared to modifiable risk factors (smoking, hypertension, physical inactivity) in a prospective cohort study?", "source": "batch_large", "domain": "epidemiology", "archetype": "speculative"}
{"q_bad": "What is the true essence of gene expression as a biological phenomenon?", "q_good": "How does the binding affinity of specific transcription factors to promoter sequences quantitatively affect the rate of mRNA synthesis in HeLa cells?", "source": "batch_large", "domain": "molecular biology", "archetype": "ontological"}
{"q_bad": "Do beta-blockers fundamentally change how the heart experiences stress?", "q_good": "What is the IC50 of metoprolol for β1-adrenergic receptors in human cardiac myocytes, and how does this binding affinity correlate with the drug's plasma half-life and steady-state cardiac output reduction in patients with hypertension?", "source": "batch_large", "domain": "pharmacology"}
{"q_bad": "How do players fundamentally understand cooperation in the context of infinite social complexity?", "q_good": "In a repeated prisoner's dilemma with stochastic discount factors (δ ∈ [0.5, 0.99]), does the proportion of players achieving cooperation above 80% increase significantly when coalitions of size ≥3 can form binding agreements compared to individual play?", "source": "batch_large", "domain": "game theory"}
{"q_bad": "How do we best represent the true nature of human understanding through ontologies and knowledge graphs?", "q_good": "Does enriching Dublin Core metadata with DBpedia entity links improve precision and recall in cross-domain federated search compared to unenriched baseline records?", "source": "batch_large", "domain": "information science"}
{"q_bad": "Did the sudden appearance of bizarre body plans during the Cambrian Explosion reflect some fundamental shift in the nature of evolution itself?", "q_good": "Did the rate of morphological change in early arthropod lineages (measured as changes in standardized anatomical characters per million years) significantly exceed rates observed in post-Cambrian radiations, and can this be explained by ecological opportunity rather than altered developmental constraints?", "source": "batch_large", "domain": "paleontology"}
{"q_bad": "How does the essence of soil health influence the philosophical nature of sustainable agriculture?", "q_good": "What is the quantitative relationship between soil organic matter content (%) and maize grain yield (kg/ha) under rainfed conditions in sub-Saharan African soils?", "source": "batch_large", "domain": "agricultural science"}
{"q_bad": "How do institutional frameworks affect the fundamental nature of poverty and human flourishing in developing societies?", "q_good": "Does access to village-level savings groups increase agricultural productivity (measured by crop yield per hectare) among smallholder farmers in rural Kenya, and does this effect vary by pre-existing institutional trust levels (measured via survey instruments)?", "source": "batch_large", "domain": "development economics"}
{"q_bad": "How does the fundamental nature of human mortality risk shape the philosophical boundaries between life insurance and existential uncertainty?", "q_good": "Does incorporating temperature-adjusted mortality data improve the predictive accuracy of standard mortality tables for pricing term life insurance in regions with high seasonal variation, compared to unadjusted baseline models?", "source": "batch_large", "domain": "actuarial science"}
{"q_bad": "Does exposure to multilingual environments cause better cognitive development in children?", "q_good": "How does the timing and intensity of multilingual input (measured in hours per week by speaker type) affect specific executive function tasks (inhibitory control, task-switching) in monolingual versus bilingual children ages 4-6, controlling for socioeconomic status, parental education, and home language prestige?", "source": "batch_large", "domain": "linguistics", "archetype": "naive_causation"}
{"q_bad": "How do political institutions affect governance outcomes across all countries throughout history?", "q_good": "How do changes in legislative committee structures affect the passage rate of environmental policies in European democracies between 2010 and 2020?", "source": "batch_large", "domain": "political science", "archetype": "too_broad"}
{"q_bad": "How can organizations better optimize their complex systems to achieve operational excellence and sustainable competitive advantage?", "q_good": "What is the relative computational efficiency (solution time and optimality gap) of column generation versus branch-and-price algorithms for solving multi-vehicle routing problems with time windows when instance size exceeds 500 customers?", "source": "batch_large", "domain": "operations research"}
{"q_bad": "How does the human spirit adapt to the psychological vastness of space?", "q_good": "What is the correlation between cumulative radiation dose (measured in Gray) and peripheral blood lymphocyte count changes in astronauts during missions exceeding 180 days in low Earth orbit?", "source": "batch_large", "domain": "space medicine"}
{"q_bad": "How does educational technology affect student learning?", "q_good": "How does the use of adaptive learning software during mathematics instruction affect performance on standardized assessments among low-income middle school students over one academic year?", "source": "batch_large", "domain": "education", "archetype": "too_broad"}
{"q_bad": "Does increased DNA methylation cause changes in protein function during cell signaling?", "q_good": "In HEK293T cells treated with the DNMT inhibitor 5-azacitidine, does reduced DNA methylation at the promoter region of gene X result in decreased expression of protein Y, and does this correlate with reduced phosphorylation of downstream signaling protein Z measured by phosphoproteomics?", "source": "batch_large", "domain": "molecular biology", "archetype": "naive_causation"}
{"q_bad": "What is the fundamental nature of disease transmission between animals and how does it relate to the broader ecosystem?", "q_good": "Does prophylactic azithromycin administration in dairy calves aged 7-14 days reduce the incidence of Mycoplasma bovis mastitis by weaning compared to placebo controls?", "source": "batch_large", "domain": "veterinary science"}
{"q_bad": "How does the human body truly understand and optimize the nutritional value of food?", "q_good": "Does the bioavailability of iron from plant-based sources increase when consumed with vitamin C-rich foods compared to consumption alone, measured by plasma iron concentrations in a randomized controlled trial?", "source": "batch_large", "domain": "nutrition science"}
{"q_bad": "What is the true essence of kinship across human societies?", "q_good": "How do patterns of residence rules, inheritance practices, and marriage exchanges differ across matrilineal versus patrilineal societies, and what environmental or economic factors correlate with these variations?", "source": "batch_large", "domain": "anthropology", "archetype": "ontological"}
{"q_bad": "What is the ultimate spiritual meaning of religious ritual in human consciousness?", "q_good": "How do frequency and type of ritual participation predict measurable changes in self-reported sense of community belonging among members of Christian denominations in the United States?", "source": "batch_large", "domain": "religious studies"}
{"q_bad": "What is the fundamental nature of consciousness and does it constitute true intentionality in a metaphysically robust sense?", "q_good": "Do subjects with blindsight report qualitatively different phenomenal content for stimuli presented to blind versus sighted visual fields, as measured by confidence ratings and discrimination accuracy on forced-choice tasks?", "source": "batch_large", "domain": "philosophy of mind"}
{"q_bad": "How does the fundamental nature of human mortality risk shape the philosophical boundaries between actuarial prediction and existential uncertainty?", "q_good": "Does incorporating machine learning models trained on administrative claims data (2015-2023) improve one-year mortality prediction accuracy for individual policyholders compared to traditional Lee-Carter mortality models, when validated on held-out test sets stratified by age and gender?", "source": "batch_large", "domain": "actuarial science"}
{"q_bad": "How does the essence of a literary work transcend linguistic boundaries through translation?", "q_good": "To what extent do translations of magical realist novels published between 2000-2020 preserve source-text metafictional markers (self-referential narrative techniques, author intrusions, genre-blending) compared to their originals, as measured by computational linguistic analysis of clause-level syntactic complexity and lexical ambiguity retention?", "source": "batch_large", "domain": "comparative literature"}
{"q_bad": "What is the fundamental nature of consciousness and does it truly exist in the way our intuitions suggest?", "q_good": "In a forced-choice visual discrimination task, do participants with binocular rivalry show neural activity in primary visual cortex when reporting no conscious awareness of the suppressed stimulus, compared to trials with conscious perception?", "source": "batch_large", "domain": "philosophy of mind"}
{"q_bad": "Does the presence of predators cause changes in prey biodiversity?", "q_good": "In temperate forest ecosystems, how does the experimental removal of apex predators affect the species richness and abundance of small mammal communities over a 3-year period, while controlling for habitat structure and food availability?", "source": "batch_large", "domain": "ecology", "archetype": "naive_causation"}
{"q_bad": "How does the ocean's mysterious circulation system influence the fundamental nature of life in the deep sea?", "q_good": "What is the relationship between thermohaline circulation intensity (measured by Atlantic Meridional Overturning Circulation strength in Sverdrups) and dissolved oxygen concentrations at 2000-3000m depth in the North Atlantic, and how do seasonal variations affect benthic megafauna abundance?", "source": "batch_large", "domain": "oceanography"}
{"q_bad": "How can we better understand the fundamental nature of knowledge itself through improved organizational systems?", "q_good": "Does adding schema.org semantic markup to Dublin Core metadata records improve precision and recall in cross-domain federated search compared to Dublin Core alone, measured across 10,000 heterogeneous library records?", "source": "batch_large", "domain": "information science"}
{"q_bad": "How does the essence of food texture relate to human happiness and well-being throughout life?", "q_good": "Does high-pressure processing (400–600 MPa) of yogurt reduce hardness loss and maintain sensory creaminess scores (9-point hedonic scale) over 21 days of refrigerated storage compared to thermal pasteurization?", "source": "batch_large", "domain": "food science"}
{"q_bad": "How can we achieve sustainable agricultural perfection through harmonizing soil health and crop vitality?", "q_good": "What is the effect of tillage depth (0cm, 10cm, 20cm) on soil organic matter retention and maize grain yield over three growing seasons in loamy soils?", "source": "batch_large", "domain": "agricultural science"}
{"q_bad": "How does eating a more natural diet improve human wellness and align with our evolutionary purpose?", "q_good": "Does consumption of minimally processed foods (defined by NOVA classification levels 1-2) for 12 weeks increase serum folate bioavailability compared to ultra-processed foods (NOVA level 4), measured via stable isotope tracer methods in a randomized controlled trial with n=60 adults?", "source": "batch_large", "domain": "nutrition science"}
{"q_bad": "What is the true nature of social class as a fundamental ontological category of human existence?", "q_good": "How do measurable dimensions of occupational prestige, income, and educational attainment correlate with access to specific institutional resources and life outcomes across different demographic groups in contemporary societies?", "source": "batch_large", "domain": "sociology", "archetype": "ontological"}
{"q_bad": "What is the ultimate spiritual significance of religious ritual in human existence?", "q_good": "How do participants' self-reported measures of meaning and belonging change following attendance at weekly religious rituals, compared to control groups matched on baseline religiosity?", "source": "batch_large", "domain": "religious studies"}
{"q_bad": "How can we make catalytic processes more efficient in a fundamental way?", "q_good": "What is the effect of palladium particle size (5–50 nm) on the turnover frequency and selectivity of CO₂ hydrogenation to methanol in a fixed-bed reactor at 250–300°C and 50–100 bar?", "source": "batch_large", "domain": "chemical engineering"}
{"q_bad": "How does the essence of human migration shape the fundamental nature of societies?", "q_good": "What is the association between net rural-to-urban migration rates and total fertility rates in sub-Saharan African countries (2010-2020), controlling for GDP per capita and female education levels?", "source": "batch_large", "domain": "demography"}
{"q_bad": "How do cultural values and social trust fundamentally determine whether societies can escape poverty?", "q_good": "Does access to group-based microfinance (vs. individual loans) reduce loan default rates and increase business revenue among microenterprises in rural Bangladesh, controlling for baseline income and education?", "source": "batch_large", "domain": "development economics"}
{"q_bad": "Does aspirin fundamentally change how the human body experiences pain in a metaphysical sense?", "q_good": "What is the IC50 of aspirin's inhibition of COX-1 and COX-2 enzymes in human platelet lysates, and how does this correlate with analgesic efficacy at standard therapeutic doses?", "source": "batch_large", "domain": "pharmacology"}
{"q_bad": "How can we make catalytic processes more sustainable and environmentally friendly in the future?", "q_good": "What is the effect of Cu:Zn molar ratio (1:1 to 10:1) on methanol synthesis reaction rate and CO2 selectivity at 250°C and 50 bar using a fixed-bed reactor with Cu-ZnO-Al2O3 catalyst?", "source": "batch_large", "domain": "chemical engineering"}
{"q_bad": "How do ocean currents shape the essence of marine life in ways we don't yet comprehend?", "q_good": "Does the Atlantic Meridional Overturning Circulation (AMOC) transport of dissolved iron correlate with measurable shifts in phytoplankton biomass (via chlorophyll-a) in the North Atlantic between 40°N and 60°N over the past two decades?", "source": "batch_large", "domain": "oceanography"}
{"q_bad": "How can we better understand the fundamental nature of protein folding to unlock the mysteries of biological complexity?", "q_good": "What is the accuracy of AlphaFold2 predictions for multi-chain protein complexes with >500 amino acids compared to experimental cryo-EM structures, and how does prediction confidence correlate with RMSD values?", "source": "batch_large", "domain": "bioinformatics"}
{"q_bad": "How do quantum effects fundamentally influence the nature of reality in nanomaterials?", "q_good": "Does increasing the surface-area-to-volume ratio of gold nanoparticles (10-100 nm diameter) synthesized via citrate reduction correlate with measurable shifts in their localized surface plasmon resonance peak wavelength, as measured by UV-Vis spectrophotometry?", "source": "batch_large", "domain": "nanotechnology"}
{"q_bad": "How does food processing affect the fundamental nature of texture in ways that matter to consumers?", "q_good": "How does high-pressure processing (200-600 MPa) affect the fracture force and sensory crispness ratings of fresh-cut apple slices, and does this effect persist during 14-day refrigerated storage?", "source": "batch_large", "domain": "food science"}
{"q_bad": "What is the fundamental nature of human population equilibrium and how does migration shape the essence of demographic destiny?", "q_good": "How do net migration rates in the 15-64 age group predict changes in the old-age dependency ratio (population aged 65+/working-age population) over a 10-year period in OECD countries?", "source": "batch_large", "domain": "demography"}
{"q_bad": "What is the true spiritual essence of prayer across all religions?", "q_good": "How do neurotransmitter levels (cortisol, oxytocin) measured via saliva samples differ between participants during 20 minutes of silent prayer versus guided meditation versus control periods across three faith traditions?", "source": "batch_large", "domain": "religious studies"}
{"q_bad": "Does eating more plants make people healthier in a holistic and meaningful way?", "q_good": "Does a Mediterranean-style diet high in plant foods reduce fasting blood glucose levels and HbA1c by ≥0.5% in adults with prediabetes over 12 weeks compared to a control diet matched for calories?", "source": "batch_large", "domain": "nutrition science"}
{"q_bad": "What is the fundamental nature of nuclear binding and how does it relate to the essence of matter itself?", "q_good": "How does the measured binding energy per nucleon change across isotopes of iron-56 to iron-60, and can these variations be predicted using the semi-empirical mass formula?", "source": "batch_large", "domain": "nuclear physics"}
{"q_bad": "What is the fundamental nature of consciousness as it emerges from neural circuits?", "q_good": "How do specific patterns of neural synchronization across the prefrontal cortex and posterior cingulate cortex correlate with reported subjective awareness in visual discrimination tasks?", "source": "batch_large", "domain": "neuroscience", "archetype": "ontological"}
{"q_bad": "Does a balanced diet contribute to overall human flourishing and wellbeing?", "q_good": "Does consuming a Mediterranean dietary pattern for 12 weeks improve insulin sensitivity (measured by HOMA-IR) compared to a Western dietary pattern in adults aged 40-65 with prediabetes?", "source": "batch_large", "domain": "nutrition science"}
{"q_bad": "What is the true nature of meaning in language?", "q_good": "How do speakers resolve referential ambiguity in sentences with multiple noun phrases when discourse context is manipulated?", "source": "batch_large", "domain": "linguistics", "archetype": "ontological"}
{"q_bad": "How does the quality of emotional bonding during infancy shape the overall trajectory of a child's psychological well-being throughout their entire life?", "q_good": "Do infants (12-18 months) who display secure attachment patterns (measured via Strange Situation Procedure) show higher scores on the Bayley Scales of Infant Development language subscale compared to insecurely attached peers?", "source": "batch_large", "domain": "developmental psychology"}
{"q_bad": "How do societies balance the existential tension between population growth and cultural identity preservation across generations?", "q_good": "What is the relationship between net migration rates and total fertility rates among women aged 25-34 in OECD countries between 2010-2023, controlling for GDP per capita and educational attainment?", "source": "batch_large", "domain": "demography"}
{"q_bad": "How do proteins fundamentally 'know' what their correct three-dimensional shape should be, and what is the deeper meaning of this biological information?", "q_good": "Can transformer-based language models trained on multiple sequence alignments predict contact maps with >0.7 precision@L/5 for proteins lacking homologous structures in the PDB?", "source": "batch_large", "domain": "bioinformatics"}
{"q_bad": "How does the fundamental nature of human mortality reflect deeper truths about the meaning of life and insurance systems?", "q_good": "What is the effect of incorporating dynamic frailty models calibrated to recent pandemic mortality data on the actuarial present value of 20-year term life insurance premiums for ages 50–70, compared to traditional static life tables?", "source": "batch_large", "domain": "actuarial science"}
{"q_bad": "How do quantum effects fundamentally change the nature of self-assembly in nanomaterials?", "q_good": "Does increasing the specific surface area of gold nanoparticles from 50 to 200 m²/g via controlled reduction of particle diameter (10 nm to 3 nm) enhance the rate of programmed DNA-directed self-assembly, and can this enhancement be quantified through transmission electron microscopy and fluorescence spectroscopy?", "source": "batch_large", "domain": "nanotechnology"}
{"q_bad": "How does the essence of texture impact the fundamental nature of food quality throughout its existence?", "q_good": "Does instrumental texture measurement (using a texture analyzer) of bread crumb hardness (N) correlate with trained sensory panel ratings of crunchiness after 0, 3, 7, and 14 days of storage at 23°C and 65% RH?", "source": "batch_large", "domain": "food science"}
{"q_bad": "Does mental resilience enhance overall athletic greatness in human movement?", "q_good": "Does a 12-week cognitive behavioral therapy intervention reduce anterior knee pain (measured by Visual Analog Scale) and improve vertical jump height in competitive female soccer players compared to standard physical therapy alone?", "source": "batch_large", "domain": "sports science"}
{"q_bad": "What is the true nature of disease susceptibility as a fundamental property of human populations?", "q_good": "What are the specific genetic, environmental, and behavioral risk factors that explain the variation in COVID-19 hospitalization rates across different demographic groups in a given geographic region?", "source": "batch_large", "domain": "epidemiology", "archetype": "ontological"}
{"q_bad": "How can we fundamentally understand the nature of catalyst efficiency in chemical transformations?", "q_good": "What is the relationship between metal oxide particle size (10–100 nm) and CO oxidation turnover frequency at 150–250°C on Cu/CeO₂ catalysts prepared by co-precipitation?", "source": "batch_large", "domain": "chemical engineering"}
{"q_bad": "How can forensic science better understand the fundamental nature of truth in criminal investigations?", "q_good": "What is the sensitivity and specificity of short tandem repeat (STR) analysis with degraded DNA samples from crime scenes aged 5-10 years compared to fresh reference samples?", "source": "batch_large", "domain": "forensic science"}
{"q_bad": "How do institutional failures perpetuate the existential conditions of poverty across generations in developing economies?", "q_good": "Does access to village savings groups increase household asset accumulation and reduce poverty-to-middle-class mobility thresholds in rural Tanzania, controlling for baseline wealth and education?", "source": "batch_large", "domain": "development economics"}
{"q_bad": "How does the quality of human connection shape the deeper meaning children find in their lives as they grow?", "q_good": "Does secure attachment classification at 12 months (measured by Strange Situation Procedure) predict vocabulary size and grammatical complexity at 24 months, controlling for maternal education and SES?", "source": "batch_large", "domain": "developmental psychology"}
{"q_bad": "How do environmental factors affect health outcomes in urban populations?", "q_good": "What is the association between fine particulate matter (PM2.5) concentrations and respiratory disease incidence among children aged 5-14 years in New York City from 2015-2020?", "source": "batch_large", "domain": "epidemiology", "archetype": "too_broad"}
{"q_bad": "How can optimization theory fundamentally improve the nature of human decision-making in complex systems?", "q_good": "What is the optimal reorder point and order quantity in a periodic review inventory model with stochastic demand that minimizes total expected cost (holding + ordering + stockout) for a retail product with lead time variability?", "source": "batch_large", "domain": "operations research"}
{"q_bad": "How can we fundamentally optimize the nature of operational efficiency across all business systems?", "q_good": "What is the impact of implementing a dynamic programming algorithm versus a greedy heuristic on total weighted tardiness in a single-machine scheduling problem with release dates and processing time uncertainty?", "source": "batch_large", "domain": "operations research"}
{"q_bad": "What is the ultimate nature of consciousness and does it reveal something deep about the structure of reality itself?", "q_good": "Do subjects report consistent phenomenal differences in color qualia across repeated presentations of the same wavelength, and does neural activity in V4 correlate with these reports more strongly than activity in earlier visual areas?", "source": "batch_large", "domain": "philosophy of mind"}
{"q_bad": "What is the ultimate spiritual meaning of prayer in human existence?", "q_good": "How do prayer frequency and ritual structure (silent vs. vocalized) correlate with measurable changes in self-reported stress levels and cortisol biomarkers among practicing Christians over an 8-week period?", "source": "batch_large", "domain": "religious studies"}
{"q_bad": "What makes certain harmonic progressions feel emotionally meaningful to listeners across different cultures?", "q_good": "How does harmonic complexity (measured by functional harmony density and chromatic alteration count) in Bach chorales correlate with listener pupil dilation and skin conductance responses in a controlled listening experiment with trained musicians?", "source": "batch_large", "domain": "musicology"}
{"q_bad": "How do institutions fundamentally shape human potential and break the cycle of poverty?", "q_good": "Does access to formal business registration (measured by days and costs to register) reduce default rates on microfinance loans among microenterprises in urban versus rural settings, controlling for borrower education and initial firm size?", "source": "batch_large", "domain": "development economics"}
{"q_bad": "How does the essence of secure attachment shape a child's philosophical understanding of self throughout their entire life?", "q_good": "Does infant-caregiver attachment security at 12 months (measured via Strange Situation Procedure) predict effortful self-regulation performance (delay of gratification task) at 24 months, and if so, is this relationship mediated by frontal EEG asymmetry?", "source": "batch_large", "domain": "developmental psychology"}
{"q_bad": "How can forensic science better understand the nature of truth and justice in criminal investigations?", "q_good": "What is the sensitivity and specificity of rapid presumptive blood typing assays (e.g., ABO antigen detection) compared to DNA profiling in identifying biological evidence at crime scenes with mixed stains?", "source": "batch_large", "domain": "forensic science"}
{"q_bad": "How do ocean currents contribute to the overall health and well-being of marine life in the deep sea?", "q_good": "Does variation in bottom-water oxygen concentration (measured via dissolved oxygen sensors) within the North Atlantic Deep Water mass correlate with changes in benthic megafauna species richness and abundance at depths of 2000-4000 meters over a 10-year period?", "source": "batch_large", "domain": "oceanography"}
{"q_bad": "What is the ultimate nature of mathematical truth and do numbers really exist in some Platonic realm independent of human minds?", "q_good": "How do formal proof systems (e.g., ZFC) and intuitionistic type theory differ in their ability to construct and verify proofs of the same theorems, and what computational resources are required for each?", "source": "batch_large", "domain": "philosophy of mathematics"}
{"q_bad": "How does the fundamental nature of atomic bonding influence the overall quality and usefulness of metallic materials?", "q_good": "How does the nickel concentration (0-20 at%) in NiTi thin films affect the tensile strength and phase transformation temperature, as measured by nanoindentation and differential scanning calorimetry?", "source": "batch_large", "domain": "materials science"}
{"q_bad": "How does food processing affect the essence of natural taste and consumer happiness with texture?", "q_good": "Does high-pressure processing (400–600 MPa) compared to thermal pasteurization (72°C, 15 seconds) produce measurable differences in hardness, springiness, and sensory acceptance scores (9-point hedonic scale) in yogurt samples stored at 4°C over 21 days?", "source": "batch_large", "domain": "food science"}
{"q_bad": "How does the intrinsic nature of soil quality influence the philosophical essence of sustainable farming practices?", "q_good": "What is the quantitative relationship between soil organic matter percentage (measured via loss-on-ignition) and maize grain yield under controlled irrigation regimes in loamy soils across three growing seasons?", "source": "batch_large", "domain": "agricultural science"}
{"q_bad": "How can we fundamentally optimize the nature of organizational efficiency across all business systems?", "q_good": "What is the impact of different reorder point policies (fixed vs. dynamic) on total inventory cost and service level in a two-echelon supply chain with stochastic demand?", "source": "batch_large", "domain": "operations research"}
{"q_bad": "How can we make crops more sustainable and resilient in the face of global environmental challenges?", "q_good": "Does supplementary drip irrigation during the heading stage increase grain yield in drought-prone wheat varieties compared to rainfed cultivation, and by what percentage does soil moisture retention improve?", "source": "batch_large", "domain": "agricultural science"}
{"q_bad": "How can we better understand the fundamental nature of knowledge itself through improved organizational systems?", "q_good": "What is the effect of adding domain-specific semantic relationships (hypernymy, meronymy, synonymy) to keyword-based search indices on precision and recall metrics for biomedical literature retrieval?", "source": "batch_large", "domain": "information science"}
{"q_bad": "How do aerosols fundamentally shape the nature of clouds and climate?", "q_good": "What is the quantitative relationship between black carbon aerosol concentration (ng/m³) and cloud droplet effective radius (μm) in polluted boundary layers over urban regions, measured via simultaneous lidar and in-situ sampling?", "source": "batch_large", "domain": "atmospheric science"}
{"q_bad": "How do listeners' emotional responses to harmonic progressions reflect the universal nature of musical meaning?", "q_good": "Do listeners with formal music training and listeners without training show measurable differences in skin conductance response (SCR) to the same seventh-chord resolutions, when controlling for exposure history?", "source": "batch_large", "domain": "musicology"}
{"q_bad": "How does the fundamental nature of human mortality interact with insurance company resilience in an increasingly complex world?", "q_good": "Do actuarial models using Lee-Carter mortality projections with stochastic mortality improvements reduce mean absolute percentage error in 10-year ahead mortality forecasts for ages 65-85 compared to static cohort models in US population data from 2000-2023?", "source": "batch_large", "domain": "actuarial science"}
{"q_bad": "How can forensic science better understand the fundamental nature of truth in criminal investigations?", "q_good": "What is the sensitivity and specificity of rapid presumptive drug testing kits (immunoassay-based) compared to confirmatory GC-MS analysis for cocaine, methamphetamine, and heroin in seized powder samples?", "source": "batch_large", "domain": "forensic science"}
{"q_bad": "What is the fundamental nature of the electromagnetic field—is it ultimately real or merely a mathematical construct for predicting particle interactions?", "q_good": "How do the measurable properties of electromagnetic fields (energy density, momentum flux, radiation pressure) differ when quantized versus treated classically in specific experimental systems?", "source": "batch_large", "domain": "physics", "archetype": "ontological"}
{"q_bad": "What is the ultimate nature of consciousness and does it reveal something profound about the structure of reality itself?", "q_good": "In patients with blindsight (V1 damage but intact superior colliculus), does forced-choice discrimination accuracy for moving stimuli correlate with activity in retinotopic areas of extrastriate cortex measured by fMRI?", "source": "batch_large", "domain": "philosophy of mind"}
{"q_bad": "Does the practice of bride price cause patriarchal kinship structures?", "q_good": "In patrilineal societies where bride price is practiced, what are the specific mechanisms through which economic exchanges during marriage relate to women's property rights and decision-making authority compared to patrilineal societies without bride price, controlling for subsistence economy type and colonial history?", "source": "batch_large", "domain": "anthropology", "archetype": "naive_causation"}
{"q_bad": "How do aerosols fundamentally change the nature of clouds and affect the balance of Earth's energy?", "q_good": "What is the quantitative relationship between cloud condensation nuclei (CCN) number concentration at supersaturation of 0.5% and cloud droplet effective radius in marine stratocumulus clouds, and how does this relationship vary with aerosol composition (sulfate vs. organic mass fraction)?", "source": "batch_large", "domain": "atmospheric science"}
{"q_bad": "What is the ultimate spiritual meaning of prayer across all world religions?", "q_good": "How do prayer duration and frequency measured in weekly hours correlate with self-reported stress levels in Christian contemplative prayer practitioners compared to non-practitioners, controlling for baseline anxiety scores?", "source": "batch_large", "domain": "religious studies"}
{"q_bad": "How can we achieve sustainable agriculture that truly respects the balance of nature?", "q_good": "Does the application of 5 tons/hectare of composted crop residue increase maize yield by ≥15% compared to control plots in clay-loam soils with pH 6.5-7.0 over two growing seasons?", "source": "batch_large", "domain": "agricultural science"}
{"q_bad": "How does the fundamental nature of biological information flow shape the evolutionary destiny of complex organisms?", "q_good": "Does incorporating predicted secondary structure features into support vector machine models improve the accuracy of transmembrane domain prediction in α-helical proteins compared to sequence composition alone?", "source": "batch_large", "domain": "bioinformatics"}
{"q_bad": "How do animals experience suffering from infectious diseases in ways that matter morally?", "q_good": "What is the prevalence of Coxiella burnetii seropositivity in dairy cattle herds across three regions, and does herd size significantly predict seroconversion rates?", "source": "batch_large", "domain": "veterinary science"}
{"q_bad": "Could market incentives eventually explain long-term economic growth and human welfare across all societies?", "q_good": "How do changes in price signals for labor relative to capital affect income inequality and intergenerational mobility in developed economies over 10-year periods?", "source": "batch_large", "domain": "economics", "archetype": "speculative"}
{"q_bad": "What does the fossil record tell us about the ultimate meaning of life and extinction in deep time?", "q_good": "Does morphological disparity in ammonoid shell geometry decrease significantly in the 100,000 years preceding the K-Pg boundary compared to the preceding 500,000 years, and can this pattern be quantified using geometric morphometric analysis of fossilized specimens?", "source": "batch_large", "domain": "paleontology"}
{"q_bad": "How does food processing affect the essence of natural taste and our fundamental appreciation of authentic eating experiences?", "q_good": "What is the effect of high-pressure processing (400-600 MPa) on the hardness, springiness, and sensory perception of crispness in fresh-cut apple slices, as measured by texture analyzer and trained sensory panel (n≥15) over 14 days of refrigerated storage at 4°C?", "source": "batch_large", "domain": "food science"}
{"q_bad": "Does increasing atmospheric CO2 cause changes in global precipitation patterns?", "q_good": "Through what physical mechanisms do anthropogenic CO2 increases alter atmospheric circulation and moisture transport, and can we quantify these effects separately from natural variability using coupled climate models with and without anthropogenic forcing over the 1950-2023 period?", "source": "batch_large", "domain": "climate science", "archetype": "naive_causation"}
{"q_bad": "How do aerosols fundamentally shape the nature of clouds and their role in the climate system?", "q_good": "Does increase in sulfate aerosol concentration (50–200 nm diameter) from anthropogenic emissions reduce cloud droplet effective radius by >15% in marine boundary layer stratocumulus, and by what magnitude does this alter cloud optical depth at 550 nm wavelength?", "source": "batch_large", "domain": "atmospheric science"}
{"q_bad": "How can forensic science better understand the true nature of criminal intent through evidence?", "q_good": "What is the sensitivity and specificity of rapid presumptive drug tests (e.g., Mandelin reagent) compared to confirmatory GC-MS analysis for fentanyl detection in powder samples collected from crime scenes?", "source": "batch_large", "domain": "forensic science"}
{"q_bad": "How can semantic meaning be better understood in knowledge organization systems?", "q_good": "Does adding RDF-based semantic relationships to Dublin Core metadata improve precision and recall in full-text retrieval tasks compared to keyword-only indexing across a corpus of 10,000 academic documents?", "source": "batch_large", "domain": "information science"}
{"q_bad": "How do neural circuits in the prefrontal cortex affect all aspects of behavior?", "q_good": "How do changes in GABAergic inhibitory circuits within the dorsolateral prefrontal cortex alter response inhibition and error detection in adult mice during a go/no-go task?", "source": "batch_large", "domain": "neuroscience", "archetype": "too_broad"}
{"q_bad": "How does the essence of crystallinity manifest in the fundamental nature of material strength?", "q_good": "Does increasing the grain boundary density in nanocrystalline Cu-Zn thin films (50-200 nm thickness) via pulsed electrodeposition correlate with measurable changes in hardness (nanoindentation) and yield strength (tensile testing), and can this relationship be predicted by Hall-Petch theory?", "source": "batch_large", "domain": "materials science"}
{"q_bad": "Do drugs that bind to G-protein coupled receptors have fundamentally different effects on human consciousness and well-being compared to other receptor types?", "q_good": "What is the difference in plasma half-life and brain-to-plasma concentration ratio between selective serotonin reuptake inhibitors (SSRIs) that are primary 5-HT1A receptor antagonists versus those without this activity, measured in a randomized pharmacokinetic study with 30 healthy adult volunteers?", "source": "batch_large", "domain": "pharmacology"}
{"q_bad": "What is the ultimate spiritual meaning of prayer in human existence?", "q_good": "How do prayer frequency and duration (measured in minutes per week) correlate with self-reported stress reduction scores on the Perceived Stress Scale among Christian practitioners aged 25-65?", "source": "batch_large", "domain": "religious studies"}
{"q_bad": "How do insurance companies balance the philosophical tension between maximizing profits and protecting human dignity through fair mortality risk assessment?", "q_good": "Does incorporating real-time electronic health record (EHR) data into mortality prediction models reduce the variance of actuarial life expectancy estimates for 65+ year-old annuity holders compared to traditional medical underwriting data, and by what percentage?", "source": "batch_large", "domain": "actuarial science"}
{"q_bad": "How does the essence of food quality manifest itself through human perception and time?", "q_good": "Does high-pressure processing (400–600 MPa) reduce firmness loss in fresh-cut apples over 14 days of refrigerated storage compared to untreated controls, as measured by texture analyzer compression force and sensory panel crispness ratings?", "source": "batch_large", "domain": "food science"}
{"q_bad": "How can we fundamentally optimize the nature of operational efficiency in complex systems?", "q_good": "What is the impact of incorporating time-dependent service rates in M/M/c queuing models on optimal staffing levels and total cost of service for hospital emergency departments?", "source": "batch_large", "domain": "operations research"}
{"q_bad": "Could political institutions eventually explain the rise of populism across different regions?", "q_good": "How do changes in legislative fragmentation and executive veto power between 2000-2020 correlate with the electoral growth of populist parties in European democracies, controlling for economic inequality and immigration rates?", "source": "batch_large", "domain": "political science", "archetype": "speculative"}
{"q_bad": "How does the essence of literary meaning transcend linguistic and cultural boundaries in ways that reveal the universal human condition?", "q_good": "To what extent do metaphorical expressions in source texts retain their conceptual mapping in target-language translations, and how do differences in metaphor preservation correlate with translator expertise and genre type (measured via corpus analysis of 50 parallel literary texts)?", "source": "batch_large", "domain": "comparative literature"}
{"q_bad": "What is the essence of harmonic beauty in Western classical music and how does it relate to the human soul?", "q_good": "Do listeners with formal music training show faster reaction times and higher accuracy in identifying cadential functions (authentic, plagal, deceptive) compared to untrained listeners, when presented with 4-chord progressions in root position?", "source": "batch_large", "domain": "musicology"}
{"q_bad": "How does the human spirit adapt to the profound isolation and existential challenges of deep space exploration?", "q_good": "What is the incidence and severity of sleep disturbances in astronauts during 6-month ISS missions, and how do they correlate with circadian rhythm desynchronization measured by salivary melatonin concentrations?", "source": "batch_large", "domain": "space medicine"}
{"q_bad": "What is the essential nature of harmonic beauty in Western classical music and how does it connect to the human soul?", "q_good": "Do listeners with formal training in music theory show significantly different neural activation patterns (measured via fMRI) in the anterior insula when hearing rule-violating voice leading in Bach chorales compared to untrained listeners?", "source": "batch_large", "domain": "musicology"}
{"q_bad": "Does the presence of electromagnetic fields cause changes in particle behavior?", "q_good": "How does the magnitude of an applied electric field (measured in V/m) affect the acceleration of charged particles (electrons) in a vacuum at room temperature, as measured through deflection on a phosphorescent screen, while controlling for initial particle velocity, field uniformity, and distance traveled?", "source": "batch_large", "domain": "physics", "archetype": "naive_causation"}
{"q_bad": "How do human societies fundamentally understand the passage of time through their material expressions?", "q_good": "Do ceramic assemblages from undisturbed stratigraphic layers at Site X show statistically significant changes in temper composition and firing temperature across 500-year intervals as measured by petrographic analysis and thermal luminescence dating?", "source": "batch_large", "domain": "archaeology"}
{"q_bad": "How do genetic mutations affect all aspects of human health and development?", "q_good": "How do loss-of-function mutations in the BRCA1 gene increase the risk of early-onset breast cancer (before age 50) in women of European ancestry?", "source": "batch_large", "domain": "genetics", "archetype": "too_broad"}
{"q_bad": "How does the fundamental nature of human connection shape who we become as people?", "q_good": "Does secure attachment at 12 months (measured by Strange Situation Protocol) predict vocabulary size at 24 months, controlling for maternal education and SES?", "source": "batch_large", "domain": "developmental psychology"}
{"q_bad": "How can we design better implants that truly integrate with the human body in a meaningful way?", "q_good": "Does coating electrospun polycaprolactone scaffolds with fibronectin increase osteoblast adhesion and alkaline phosphatase expression compared to uncoated controls in vitro?", "source": "batch_large", "domain": "biomedical engineering"}
{"q_bad": "What is the fundamental nature of optimization in complex systems and how does it relate to the essence of resource allocation?", "q_good": "How does the performance of a hybrid genetic algorithm-simplex approach compare to standard branch-and-bound methods for solving mixed-integer programming problems with 500+ variables and 1000+ constraints, measured by solution optimality gap and CPU time?", "source": "batch_large", "domain": "operations research"}
{"q_bad": "Does mental toughness make athletes better at everything they do in life?", "q_good": "Does a 12-week cognitive resilience training program reduce reaction time variability during repeated sprint tests in competitive soccer players compared to standard conditioning alone?", "source": "batch_large", "domain": "sports science"}
{"q_bad": "What does pottery tell us about the spiritual essence of ancient civilizations?", "q_good": "Do ceramic assemblages from sealed contexts at Site X show statistically significant changes in temper composition and firing temperature across three radiocarbon-dated stratigraphic layers, and if so, what production techniques do these changes indicate?", "source": "batch_large", "domain": "archaeology"}
{"q_bad": "Did dinosaurs possess consciousness and how did their subjective experiences influence their evolutionary success?", "q_good": "What quantitative changes in skull morphology, particularly cranial capacity and endocast neural imprints, occur across the theropod lineage leading to Archaeopteryx, and do these metrics correlate with inferred behavioral complexity proxies (e.g., brain-to-body size ratios)?", "source": "batch_large", "domain": "paleontology"}
{"q_bad": "How does mental representation affect all aspects of human reasoning and decision-making?", "q_good": "How do visual versus propositional mental representations influence the speed and accuracy of deductive reasoning in syllogistic tasks among undergraduate students?", "source": "batch_large", "domain": "cognitive science", "archetype": "too_broad"}
{"q_bad": "How does the essence of cultural identity influence the fundamental nature of human population movements across time and space?", "q_good": "Does net migration rate to urban centers in sub-Saharan Africa between 2015-2023 differ significantly by ethnic/linguistic group identity, controlling for local unemployment rates and education access?", "source": "batch_large", "domain": "demography"}
{"q_bad": "How do institutions fundamentally shape the destiny of nations and their ability to escape poverty?", "q_good": "Do improvements in local land title registration systems (measured by formalization rate and dispute resolution time) predict increases in agricultural productivity and credit access among smallholder farmers in a specific region over a 3-year period, controlling for rainfall and prior land use?", "source": "batch_large", "domain": "development economics"}
{"q_bad": "How does the human spirit adapt to the profound isolation and existential challenges of deep space exploration?", "q_good": "What are the changes in serum cortisol levels, sleep architecture (measured by polysomnography), and depression scores (PHQ-9) in astronauts during 6-month ISS missions compared to pre-flight and 3-month post-flight baselines?", "source": "batch_large", "domain": "space medicine"}
{"q_bad": "How do animals experience suffering from infectious diseases, and what does this tell us about the nature of consciousness in non-human creatures?", "q_good": "What is the prevalence of Salmonella shedding in dairy cattle herds with vs. without antimicrobial prophylaxis protocols, and does shedding correlate with fecal microbiota composition measured by 16S rRNA sequencing?", "source": "batch_large", "domain": "veterinary science"}
{"q_bad": "What is the ultimate spiritual significance of prayer in human consciousness?", "q_good": "How do measurable physiological markers (heart rate variability, cortisol levels, fMRI activation patterns) differ between individuals during structured prayer versus control relaxation tasks, and do these differences correlate with self-reported spiritual experience intensity?", "source": "batch_large", "domain": "religious studies"}
{"q_bad": "How can forensic science better understand the fundamental nature of criminal intent and human behavior?", "q_good": "What is the accuracy of toxicological analysis in detecting synthetic opioids (fentanyl, carfentanil, nitazenes) in postmortem blood samples using liquid chromatography-mass spectrometry compared to immunoassay screening methods?", "source": "batch_large", "domain": "forensic science"}
{"q_bad": "Could ocean acidification eventually explain all future changes in marine ecosystem productivity?", "q_good": "What is the quantitative relationship between seawater pH reduction and calcification rates in pteropod species under controlled laboratory conditions across temperature ranges expected by 2100?", "source": "batch_large", "domain": "climate science", "archetype": "speculative"}
{"q_bad": "How does the fundamental nature of biological information flow shape our understanding of what proteins really are?", "q_good": "Does incorporating predicted disorder regions from DISORDER-enhanced training sets improve RMSD accuracy in AlphaFold2 predictions for intrinsically disordered proteins compared to standard training on PDB structures?", "source": "batch_large", "domain": "bioinformatics"}
{"q_bad": "How do poverty traps prevent developing countries from achieving sustainable economic growth?", "q_good": "Does access to microcredit reduce the probability of household re-entry into poverty within 24 months in rural Bangladesh, controlling for baseline asset levels and local institutional quality?", "source": "batch_large", "domain": "development economics"}
{"q_bad": "How can we fundamentally optimize the nature of organizational efficiency across all possible business contexts?", "q_good": "Does implementing a dynamic safety stock policy based on demand variance forecasts reduce total inventory holding costs by more than 15% compared to fixed safety stock methods in a multi-product, periodic-review inventory system with lead time variability?", "source": "batch_large", "domain": "operations research"}
{"q_bad": "How does the quality of early attachment experiences shape children's fundamental understanding of themselves and their place in the world?", "q_good": "Do infants (12-18 months) who demonstrate secure attachment patterns (measured by Strange Situation Procedure) show faster vocabulary growth (tracked via parental CDI reports) at 24 months compared to insecurely attached peers?", "source": "batch_large", "domain": "developmental psychology"}
{"q_bad": "How do quantum effects fundamentally shape the nature of self-assembling nanomaterials?", "q_good": "Does increasing the surface area-to-volume ratio of gold nanoparticles from 50 nm to 5 nm diameter alter their plasmonic absorption peak wavelength, and by how much compared to bulk gold?", "source": "batch_large", "domain": "nanotechnology"}
{"q_bad": "How does the fundamental nature of human consciousness emerge during childhood development?", "q_good": "Do infants aged 12-18 months who receive responsive parenting (measured by the Ainsworth sensitivity scale) show faster vocabulary growth (tracked via CDI assessments at 12, 15, and 18 months) compared to infants receiving non-responsive parenting?", "source": "batch_large", "domain": "developmental psychology"}
{"q_bad": "How do we truly understand what ancient people valued and believed through the things they left behind?", "q_good": "Does the frequency distribution of faunal remains across stratigraphic layers at site X correlate with radiocarbon-dated occupation phases, and can faunal assemblage composition predict seasonal occupation patterns?", "source": "batch_large", "domain": "archaeology"}