query string | keep bool | Query Intents string | Subject string | English bool | Query Type string | Primary Field of Study string | Subfield of Study string | Research Stage string | Reasoning_categorization string | PII Generated list | Reasoning_pii string | PII bool | score int64 | reasoning string | id string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Can you tell me about the research literature on serum/plasma exosomes related to the diagnosis of colorectal cancer (CRC) metastasis? | true | Literature Understanding | medicine | true | request | Medicine | Oncology/Cancer Research/Biomarker Research/Molecular Diagnostics | Literature Understanding and Review | This is a clear request for information about research literature on a specific biomedical topic - exosomes in blood samples for diagnosing colorectal cancer metastasis. The user wants an overview/review of existing literature. | [] | This query is asking for academic/research information about exosomes and colorectal cancer diagnosis. It contains only medical/scientific terminology and research topics, with no personal identifying information such as names, addresses, phone numbers, or other individual identifiers. | false | 4 | The query asks for a literature overview on serum/plasma exosomes for diagnosing colorectal cancer metastasis, which requires synthesizing diverse studies (miRNA/protein/exosomal cargo biomarkers), comparing diagnostic performance measures, and discussing methodological heterogeneity (isolation methods, cohort sizes, c... | open_scholar_000000 |
How to generate synthetic text data from tabular data in a compliant and trustworthy way? | true | Literature Understanding | computer science | true | request | Computer Science | Natural Language Processing/Machine Learning/Data Privacy | Information Gathering | This is a clear request asking for methods/approaches to generate synthetic text from tabular data while maintaining compliance and trustworthiness standards. | [] | The query asks about generating synthetic text data from tabular data in a compliant way. This is a technical question about data synthesis methods and does not contain any personal identifiers, names, contact information, or other personally identifiable information. | false | 5 | This query requires a multi-part, research-level answer: it must cover technical approaches for generating text from tabular data (templates, conditioned LMs, seq2seq fine-tuning, controllable generation), privacy-preserving mechanisms (differential privacy, k-anonymity, synthetic data risk metrics), and legal/complian... | open_scholar_000001 |
How Socio-Ethical Challenges Impact the Application of Artificial Intelligence and Human-Intelligence Collaboration Models | true | Literature Understanding | computer science | true | request | Computer Science | Artificial Intelligence / Ethics in Technology / Human-Computer Interaction | Literature Understanding and Review | This is a clear request asking about the relationship between socio-ethical challenges and AI/human-AI collaboration applications. It's a complete query seeking understanding of how ethical issues affect AI implementation. | [] | The query is asking about socio-ethical challenges in AI and human-AI collaboration. It contains only general academic/research topics and concepts with no personal identifiers, names, addresses, phone numbers, or other personally identifiable information. | false | 5 | The query requires a multi-part research-style analysis linking a broad set of socio-ethical challenges (bias, fairness, privacy, accountability, autonomy, labor impacts, trust, power asymmetries, governance) to how they concretely affect design, deployment, adoption, and evaluation of human–AI collaboration models. A ... | open_scholar_000002 |
Digital Pathology and Computational Analysis
*Evolution from traditional microscopy to digital pathology
*Whole Slide Imaging (WSI) technology and its impact
*Current challenges in digital pathology workflow
*Role of computational methods in pathology diagnosis | true | Literature Understanding | medicine | true | search terms | Medical Technology | Digital Pathology/Medical Imaging/Computational Pathology | Literature Understanding and Review | This appears to be an outline or structured list of topics related to digital pathology, presented as bullet points covering the evolution, technology, challenges, and computational methods in the field. | [] | This query is about digital pathology and computational analysis topics. It contains only general academic/medical topics and technical concepts. There are no names, contact information, identification numbers, addresses, or any other personally identifiable information present. | false | 4 | This query asks for a multi-part, long-form review covering historical evolution, technical details of whole-slide imaging (WSI), current workflow challenges, and the role of computational methods — requiring substantial synthesis across technical, clinical, regulatory, and operational literature. A good answer must ex... | open_scholar_000003 |
Write a literature review on how data assets information disclosure promotes dual innovation in enterprises, citing more than ten references in both Chinese and English. Additionally, outline the process for proposing four hypotheses:
Data assets information disclosure promotes dual innovation in enterprises.
Data asse... | true | Literature Understanding | business | true | request | Business Administration | Innovation Management/Corporate Finance/Information Systems | Literature Understanding and Review | This is a comprehensive request for a literature review on a specific business/economics topic with detailed requirements including citations, hypotheses development, and structure specifications. | [] | I need to scan the query for any personally identifiable information such as names, contact details, addresses, or other identifying information. The query is an academic request for a literature review on data assets and innovation, with specific hypotheses outlined. There are no personal names, contact information, a... | false | 5 | This request requires a research-memo level deliverable: a logically structured literature review synthesizing theoretical and empirical work across two language literatures, plus methodological guidance for proposing four mediation hypotheses. The requirement to cite more than ten references in both Chinese and Englis... | open_scholar_000004 |
I am planning to develop an comprehensive auditory training module to train central auditory processess in adult hearing aid users. For this I want to know which all central auditory processes that improve just by using hearing aid may be for one year and which all processes that are shown to improve only with extra au... | true | Literature Understanding | medicine | true | request | Audiology | Central Auditory Processing/Aural Rehabilitation/Hearing Aid Outcomes | Literature Understanding and Review | The user is asking for specific information about central auditory processes in hearing aid users - which processes improve with hearing aids alone vs. those requiring additional auditory training. This is a clear research request for developing a training module. | [] | This query is asking for academic/research information about auditory training and hearing aid effectiveness. It contains no personal identifiers, names, addresses, phone numbers, medical records, or any other information that could identify a specific individual. | false | 4 | The query requires a targeted literature synthesis comparing longitudinal (≈1 year) effects of hearing-aid use alone versus effects attributable to adjunct auditory training on multiple central auditory processes. That entails moderate-to-high depth: identifying which processes (e.g., audibility-driven improvements, sp... | open_scholar_000005 |
Does social media influence in the political behavior? | true | Literature Understanding | social sciences | true | request | Political Science | Political Communication / Social Media Studies / Political Psychology | Information Gathering | The user is asking a direct research question about the relationship between social media and political behavior, which is a clear request for information on this topic. | [] | The query asks a general question about social media's influence on political behavior. It contains no names, contact information, identification numbers, addresses, or any other personally identifiable information. | false | 4 | The query is broad and open-ended and would require defining key terms (what counts as social media and which political behaviors) before analysis. A thorough answer demands substantial synthesis across diverse empirical literature with mixed and sometimes contradictory findings, including experimental, observational, ... | open_scholar_000006 |
How can i create a chatbot that should learn while talking to a human | true | Literature Understanding | computer science | true | request | Computer Science | Machine Learning / Artificial Intelligence / Natural Language Processing | Information Gathering | The user is asking for guidance on creating a chatbot with learning capabilities during conversations, which is a technical AI/ML implementation question. | [] | I reviewed the query for any personally identifiable information such as names, SSN, addresses, phone numbers, medical information, etc. The query is a general technical question about creating a learning chatbot and contains no personal information that could identify any individual. | false | 4 | The query asks for how to build a chatbot that learns during conversation, which requires substantial synthesis across online/continual learning methods, human-in-the-loop labeling strategies, model architectures and deployment considerations (latency, privacy, safety). It entails explicit trade-offs (e.g., stability v... | open_scholar_000007 |
The effects of growth-related QTL may be attenuated or even absent in geographically diverse populations of Atlantic salmon (Salmo salar) due to differences in genetic backgrounds | true | Other | biology | true | copypaste | Biology | Genetics/Aquaculture/Population Genetics | Other | This appears to be a statement about QTL (quantitative trait loci) effects in Atlantic salmon populations, likely copied from a research paper or abstract rather than a user query requesting information. | [] | I analyzed the query for any personally identifiable information. The text discusses scientific research about Atlantic salmon genetics and QTL (quantitative trait loci) effects. It contains only scientific terminology, species names, and research concepts. There are no names, contact information, identification number... | false | 4 | Assessing this claim requires substantial cross-population synthesis: surveying QTL studies in multiple Atlantic salmon populations, comparing allele frequencies and linkage disequilibrium patterns, and evaluating evidence for epistasis and genotype-by-environment interactions. Properly addressing it would likely requi... | open_scholar_000008 |
What are the implications of AI decision transparency, decision fairness, accountability, and data privacy in the field of social ethics for the application of AI technology and human intelligence synergy models
| true | Literature Understanding | social sciences | true | request | Ethics | AI Ethics / Technology Ethics / Applied Ethics | Literature Understanding and Review | The user is asking about the ethical implications of various AI characteristics (transparency, fairness, accountability, privacy) specifically in relation to AI-human collaboration models. This is a clear request for understanding current literature and ethical considerations. | [] | This query discusses general concepts related to AI ethics, transparency, fairness, accountability, and data privacy. It contains no specific personal information, names, contact details, identification numbers, or other personally identifiable information that could be used to identify an individual. | false | 5 | The query requires multi-part decomposition across technical, legal, social, and ethical dimensions—specifically transparency, fairness, accountability, and privacy—and how they interact within AI–human synergy models. Answering well demands strong synthesis of interdisciplinary evidence (empirical studies, normative t... | open_scholar_000009 |
Will translators be remplaced by AI ? | true | Literature Understanding | computer science | true | request | Computer Science | Artificial Intelligence / Natural Language Processing / Machine Translation | Information Gathering | The user is asking about the future impact of AI on the translation profession, which is a straightforward question about technology's effect on employment in a specific field. | [] | This is a general question about AI replacing translators as a profession. It contains no personal identifiers, names, contact information, or any other personally identifiable information. | false | 4 | The query is short and ambiguous but asks a predictive, multifactor question about whether human translators will be replaced by AI. A thorough answer requires decomposing types of translation work (literary, technical, localization, interpreting), assessing current and projected machine‑translation capabilities, econo... | open_scholar_000010 |
In the patlak analysis of dynamic PET, in order to obtain a complete input function, prolonged scanning can cause discomfort to patients. Therefore, we have come up with a method to shorten the scanning time - that is, to estimate the missing input function in the middle based on the input functions obtained from the e... | true | Literature Understanding | medicine | true | request | Medical Imaging | Nuclear Medicine/PET Imaging/Medical Physics | Literature Understanding and Review | The user is requesting help writing an introduction for a research article about shortening PET scan protocols while maintaining parametric imaging quality. This is a clear request for literature review to support their introduction. | [] | I need to scan this query for any personally identifiable information. The query discusses medical imaging techniques (PET scans, Patlak analysis) and research methodology, but does not contain any specific names, addresses, phone numbers, medical record numbers, or other identifying information about individuals. It's... | false | 4 | The query asks for an article introduction that surveys prior methods to shorten PET scan protocols while still enabling parametric imaging (Patlak analysis), which requires literature synthesis across multiple methodological categories (early/late sampling with interpolation, image-derived or population-based input fu... | open_scholar_000011 |
What are novel perovskite materials for optoelectronics | true | Literature Understanding | engineering | true | request | Materials Science | Optoelectronics / Perovskite Materials / Semiconductor Physics | Literature Understanding and Review | The user is asking about novel perovskite materials specifically for optoelectronic applications, which is a clear request for current research information in materials science. | [] | The query is asking about novel perovskite materials for optoelectronics, which is a general scientific/technical question. There are no names, addresses, phone numbers, identification numbers, or any other personally identifiable information present in this query. | false | 4 | The query asks for “novel perovskite materials for optoelectronics,” which requires surveying multiple emerging classes (lead halide variants, 2D Ruddlesden–Popper perovskites, double perovskites, vacancy-ordered A2BX6, chalcogenide and oxide perovskites, and perovskite-inspired materials) and comparing their optoelect... | open_scholar_000012 |
does magnesium supplementation affect sleep quality | true | Literature Understanding | medicine | true | request | Medicine | Sleep Medicine/Nutrition/Pharmacology | Literature Understanding and Review | This is a clear, direct question asking about the relationship between magnesium supplementation and sleep quality, which is a health/medical research topic. | [] | The query asks about magnesium supplementation and sleep quality, which is a general health/medical question. It contains no personal identifiers, names, contact information, or any other personally identifiable information. | false | 4 | The question requires more than a simple definitional answer: a thorough response must synthesize randomized trials and meta-analyses, evaluate heterogeneity across populations (older adults, insomniacs, magnesium-deficient vs replete), and consider differences in dose, formulation, and outcome measures (PSQI, actigrap... | open_scholar_000013 |
a meta-analysis on spinal muscular dystrophy that offers comparative data on reimbursement | true | Paper Finding | medicine | true | request | Medicine | Neurology/Health Economics/Healthcare Policy | Paper Finding | The user is requesting a specific type of research publication (meta-analysis) on a medical condition (spinal muscular dystrophy) with a focus on comparative reimbursement data. This is a clear request for literature with specific criteria. | [] | The query is asking for a meta-analysis on a medical condition (spinal muscular dystrophy) and reimbursement data. This is a general research request without any personal identifiers, names, contact information, or other personally identifiable information. | false | 5 | This task requires conducting a full systematic review/meta-analysis of clinical evidence for spinal muscular atrophy (SMA) and separately compiling comparative reimbursement/payer data across jurisdictions—two substantial, distinct evidence streams. It demands deep decomposition (study selection, data extraction, meta... | open_scholar_000014 |
Using 20 citations: What are the challenges faced by women entrepreneurs? | true | Literature Understanding | business | true | request | Business | Entrepreneurship / Gender Studies / Management | Literature Understanding and Review | User is requesting a comprehensive literature review on challenges faced by women entrepreneurs, specifying they want 20 citations, indicating a structured academic inquiry. | [] | The query is asking for academic research on challenges faced by women entrepreneurs and requests citations. This is a general research question with no personal identifiers, names, addresses, phone numbers, or any other personally identifiable information. | false | 5 | The query asks for a comprehensive, cited synthesis of the challenges faced by women entrepreneurs and explicitly requests 20 citations, which raises the evidence-synthesis burden and requires aggregating heterogeneous literature across finance, social norms, legal/regulatory, networks, and sectoral contexts. To do thi... | open_scholar_000015 |
There is much talk abiut XAI but are researchers working on the opposite end of XAI where humans dynamically steer, adjust, and correct AI's decision-making in real-time - like training on the job.
| true | Literature Understanding | computer science | true | request | Computer Science | Human-Computer Interaction / Machine Learning / Artificial Intelligence | Information Gathering | The user is asking about research in a specific area (human-in-the-loop AI systems that allow real-time steering/correction) as opposed to explainable AI (XAI). This is a clear request for information about current research directions. | [] | I reviewed the query for any personally identifiable information such as names, SSNs, addresses, phone numbers, medical/financial information, etc. The query is a general academic question about XAI (Explainable AI) research and human-AI interaction, containing no personal identifiers. | false | 4 | The query asks for whether researchers are working on the converse of XAI—human-in-the-loop, real-time steering/correction of AI—so a good answer requires synthesizing several research areas (interactive machine learning, learning-from-human-feedback/RLHF, shared autonomy, online/adaptive learning, corrective supervisi... | open_scholar_000016 |
The role of psilocybin in reducing anxiety | true | Literature Understanding | psychology | true | request | Psychology | Psychopharmacology/Clinical Psychology/Neuroscience | Information Gathering | This is a straightforward request about psilocybin's therapeutic effects on anxiety, which falls under psychopharmacology and clinical psychology research. | [] | This query is asking about psilocybin's role in reducing anxiety, which is a general medical/scientific topic. It contains no personal identifiers, names, contact information, or any other information that could identify a specific individual. | false | 5 | The query—'The role of psilocybin in reducing anxiety' invites a comprehensive review rather than a simple definition: answering well requires decomposition into mechanisms of action, clinical trial evidence by indication/population, dosing/therapeutic context, safety/risks, and regulatory/ethical considerations. It de... | open_scholar_000017 |
The Role of Rhodococcus Biofilms in Pollution Treatment | true | Literature Understanding | environmental science | true | request | Environmental Science | Environmental Microbiology/Bioremediation/Biotechnology | Literature Understanding and Review | This appears to be a title-case phrase about Rhodococcus biofilms and their application in pollution treatment. The user seems to be requesting information about this specific topic rather than asking about a particular paper. | [] | The query is a scientific topic about Rhodococcus biofilms and pollution treatment. It contains no personal information, names of individuals, contact details, or any other identifiable information. | false | 4 | The query is a broad research topic that requires review of microbial ecology (Rhodococcus species and biofilm formation mechanisms) and applied bioremediation literature (degradation/adsorption of hydrocarbons, xenobiotics, metals). Answering it well requires synthesizing heterogeneous evidence from lab experiments, p... | open_scholar_000018 |
find papers on generating structured queries for a domain where the query field and values have specialized meaning and may not be much of a part of the LLM vocabulary | true | Paper Finding | computer science | true | request | Computer Science | Natural Language Processing / Information Retrieval / Database Systems | Paper Finding | This is a clear request for academic papers on a specific technical topic related to structured query generation in specialized domains with limited LLM vocabulary coverage. | [] | I analyzed the query for any personally identifiable information such as names, contact details, addresses, identification numbers, or other personal data. The query is about finding academic papers on a technical topic related to structured queries and LLMs, containing no personal identifiers. | false | 4 | The user requests a literature search on generating structured queries in low-overlap, domain-specific vocabularies — this requires decomposing the problem into subareas (semantic parsing, schema/schema-linking, entity linking, domain adaptation, retrieval-augmentation, few-shot/fine-tuning) and identifying relevant pa... | open_scholar_000019 |
Caste bias in India in Large Language Models | true | Literature Understanding | computer science | true | request | Computer Science | Artificial Intelligence/Machine Learning / Social Computing / Computational Social Science | Information Gathering | This appears to be a research query about caste bias specifically in India as it relates to Large Language Models. The user is likely seeking information about how LLMs exhibit or perpetuate caste-based biases in the Indian context. | [] | The query is about caste bias in India regarding Large Language Models. This is a general academic/research topic with no specific personal identifiers, names, addresses, phone numbers, or other personally identifiable information. | false | 5 | The query asks for treatment of 'caste bias in India in Large Language Models', which is a broad, research-level topic requiring decomposition into measurement (defining caste categories, languages, and datasets), empirical evaluation (constructing benchmarks and annotation schemes), synthesis of cross-disciplinary lit... | open_scholar_000020 |
cognitive control theory in code switching and emotion | true | Literature Understanding | psychology | true | search terms | Psychology | Psycholinguistics/Cognitive Psychology/Bilingualism Research | Information Gathering | This appears to be search terms related to cognitive control theory as it applies to code switching and emotion - three distinct but related concepts in psycholinguistics and cognitive science. | [] | This query is asking about academic/research topics (cognitive control theory, code switching, and emotion). It contains no personal identifiers, names, contact information, or any other personally identifiable information. | false | 4 | The query is terse but asks for integration of cognitive-control theories with both code-switching (bilingual language control) and emotion — a cross-disciplinary synthesis. A thorough answer requires describing multiple theoretical frameworks (e.g., inhibitory control model, adaptive control hypothesis, reactive vs. p... | open_scholar_000021 |
What are the findings on fixing exception-handling bugs? | true | Literature Understanding | computer science | true | request | Computer Science | Software Engineering/Programming Languages | Literature Understanding and Review | The user is asking about research findings on a specific technical topic - fixing exception-handling bugs in software development. This is a clear request for information about existing literature/research on this topic. | [] | The query is asking about academic/technical findings related to exception-handling bugs in software development. It contains no personal identifiers, names, contact information, or any other personally identifiable information. | false | 4 | The query asks for a synthesis of findings about fixing exception-handling bugs, which requires surveying empirical studies, program-repair research, and practitioner guidance across languages and tools. A good answer must aggregate heterogeneous evidence (root causes, common repair patterns, effectiveness of static/dy... | open_scholar_000022 |
The application prospect of (Pb, La) (Zr, Ti) O3 ceramics in the field of ferroelectric pulse | true | Literature Understanding | engineering | true | request | Materials Science | Ferroelectric Materials/Ceramics/Electronic Materials | Information Gathering | The user is asking about application prospects of a specific ceramic material (PLZT) in ferroelectric pulse applications, which is a clear request for information about current and potential uses of this material. | [] | This query is about ceramic materials and their scientific applications in ferroelectric pulse technology. It contains only technical/scientific terminology and chemical formulas, with no personal identifying information. | false | 4 | The query asks for an assessment of the application prospects of (Pb,La)(Zr,Ti)O3 (PLZT) ceramics specifically for “ferroelectric pulse” uses, which requires synthesizing material properties (switching speed, coercive field, dielectric loss, fatigue, electro-optic and pyroelectric responses), device-level consideration... | open_scholar_000023 |
Is there any theoretical support for the causal relationship between government debt and economic growth? | true | Literature Understanding | finance | true | request | Economics | Macroeconomics/Public Economics/Economic Growth Theory | Literature Understanding and Review | The user is asking about theoretical support for a causal relationship between two economic variables - government debt and economic growth. This is a clear request for information about existing economic theories and literature. | [] | The query asks about theoretical support for a causal relationship between government debt and economic growth. This is a general academic/research question about economic theory and does not contain any personal information that could identify an individual. | false | 5 | Answering this question rigorously requires surveying multiple theoretical frameworks (Keynesian demand effects, crowding-out in classical models, Ricardian equivalence, debt-overhang and sovereign-risk models, endogenous growth channels) and explicating the causal mechanisms each implies. A complete response must deco... | open_scholar_000024 |
Gel strategy for stabilizing silicon-based anodes in lithium-ion batteries | true | Literature Understanding | engineering | true | request | Materials Science | Electrochemistry/Battery Technology/Energy Storage | Literature Understanding and Review | This is a clear technical request about gel strategies for silicon anodes in lithium-ion batteries, asking for information on a specific materials science/electrochemistry topic. | [] | This query is about a technical/scientific topic regarding battery technology and materials science. It contains no personal information, names, addresses, phone numbers, or any other identifiable information about individuals. | false | 5 | The query is a broad research-level topic that would require decomposing multiple gel-based approaches (gel binders, gel polymer electrolytes, crosslinked gel networks, supramolecular gels) and explaining how each mitigates silicon’s large volume changes and SEI instability. A complete answer would need substantial lit... | open_scholar_000025 |
Majority voting or self-consistency with N samples at inference time has shows to improve performance. Are there any papers that investigate the relationship between in-context learning and inference-time scaling? For example, if we have 20 few-shot examples in the prompt and we change these examples for every predicti... | true | Paper Finding | computer science | true | request | Computer Science | Machine Learning / Natural Language Processing / Large Language Models | Paper Finding | This is a clear research query asking about the relationship between in-context learning and inference-time scaling, with a specific example comparing few-shot prompting variations to self-training methods. | [] | I need to scan the query for any personally identifiable information such as names, SSN, addresses, phone numbers, etc. The query discusses academic concepts like majority voting, self-consistency, in-context learning, and inference-time scaling, but contains no personal information that could identify an individual. | false | 4 | The query requests a literature survey plus a conceptual/empirical comparison between inference-time prompt ensembling (changing few-shot examples per prediction) and self-training, which requires synthesizing multiple papers across in-context learning, prompt-ensembling/self-consistency, and semi-supervised/self-train... | open_scholar_000026 |
Are fads related genes useful for targeting diabetes for drug development? | true | Literature Understanding | medicine | true | request | Medicine | Pharmacology/Drug Development/Diabetes Research/Genetics | Information Gathering | The user is asking about the utility of fads-related genes as therapeutic targets for diabetes drug development, which is a specific scientific question combining genetics and pharmacology. | [] | The query asks about fads related genes and their utility in diabetes drug development. This is a general scientific/medical research question with no personal identifiers, names, contact information, or other personally identifiable information. | false | 4 | The question asks whether FADS-related genes (e.g., FADS1/2/3) are useful targets for diabetes drug development, which requires integrating genetic association data, causal inference (e.g., Mendelian randomization), mechanistic lipid-metabolism and insulin-signaling studies, and any interventional/clinical evidence. A ... | open_scholar_000027 |
What is the mechanism of the organ-protective effect of adiponectin? | true | Literature Understanding | biology | true | request | Biology | Molecular Biology/Biochemistry/Physiology | Information Gathering | The user is asking about the biological mechanism by which adiponectin provides organ protection, which is a specific biochemical/physiological question requiring detailed knowledge of molecular biology and physiology. | [] | This query is asking about the scientific mechanism of adiponectin's organ-protective effects. It contains only medical/scientific terminology and no personal identifiers, names, addresses, phone numbers, or other personally identifiable information. | false | 4 | The query asks for mechanistic explanation of adiponectin’s organ-protective effects, which requires synthesizing multiple molecular pathways (receptor signaling, metabolic and survival pathways) and linking them to diverse organ-level outcomes (cardio-, reno-, hepato-, neuroprotection, vascular effects). A thorough an... | open_scholar_000028 |
do a systematic review of all important factors impact e-commerce adoption in SME | true | Literature Understanding | business | true | request | Business Administration | E-commerce/Digital Business/Small Business Management/Information Systems | Literature Understanding and Review | The user is requesting a comprehensive systematic review of factors affecting e-commerce adoption in small and medium enterprises, which is a clear research request for literature synthesis. | [] | This query is asking for a systematic review on factors impacting e-commerce adoption in small and medium enterprises (SMEs). It contains only academic/research terminology and business concepts, with no personal identifiers, names, addresses, phone numbers, or other personally identifiable information. | false | 5 | The request is to produce a systematic review of all important factors affecting e‑commerce adoption in SMEs, which requires a multi-part research memo: defining SMEs and scope, designing search and inclusion/exclusion criteria, extracting and synthesizing heterogeneous empirical and theoretical literature, and assessi... | open_scholar_000029 |
Limitations of simple ML models in Fault Detection | true | Literature Understanding | computer science | true | request | Computer Science | Machine Learning / Fault Detection / System Reliability | Information Gathering | This appears to be a request for information about the drawbacks or constraints of basic machine learning approaches when applied to fault detection systems. It's a clear, complete query seeking knowledge on a specific technical topic. | [] | The query is asking about limitations of machine learning models in fault detection, which is a general technical/academic topic. There are no personal identifiers, names, contact information, or any other personally identifiable information present. | false | 4 | The query asks for the limitations of simple ML models in fault detection, which requires substantial synthesis across technical, operational, and safety dimensions rather than a single factoid. A rigorous answer must decompose issues like data scarcity and class imbalance, temporal dependencies and concept drift, lack... | open_scholar_000030 |
There are many types of topological invariants, for example, Z2 invariant and Chern number. Please list all the invariants to explain all the class of topological insulators, and please explain in detail about these classes. | true | Literature Understanding | physics | true | request | Physics | Condensed Matter Physics/Topological Physics | Information Gathering | The user is requesting a comprehensive list of topological invariants used to classify topological insulators, along with detailed explanations of the corresponding classes. This is a clear request for educational/informational content about a specific physics topic. | [] | This query is asking about topological invariants and topological insulators in physics. It contains only scientific/technical terminology and concepts with no personal identifying information. | false | 5 | The query requests a comprehensive, structured catalogue mapping every relevant topological invariant (Chern numbers, Z2 invariants, winding numbers, mirror/multipole/rotation-symmetry indicators, Hopf invariant, TKNN integer, spin/valley Chern numbers, symmetry indicators, etc.) onto all classes of topological insulat... | open_scholar_000031 |
An Overview of Research on Gastrulation in Early Embryonic Development | true | Literature Understanding | biology | true | request | Biology | Developmental Biology/Embryology | Literature Understanding and Review | This appears to be a title-case phrase that could be either a request for an overview/review of gastrulation research or potentially a paper title that was copy-pasted. Given the structure 'An Overview of...' it most likely represents a request for comprehensive information about gastrulation research. | [] | This query is asking for an overview of research on a scientific topic (gastrulation in embryonic development). It contains no personal information, names of individuals, contact information, or any other identifying details that could be used to identify a specific person. | false | 4 | The query requests a broad literature overview of gastrulation, which requires substantial decomposition (developmental definitions, cell behaviors, signaling pathways, biomechanics) and synthesis across species and experimental systems. A thorough answer must aggregate evidence from diverse methodologies (embryology, ... | open_scholar_000032 |
Tell me everything I need to know about membership inference attack on LLM | true | Literature Understanding | computer science | true | request | Computer Science | Machine Learning Security/Privacy / Cybersecurity / Natural Language Processing | Information Gathering | The user is requesting comprehensive information about membership inference attacks specifically targeting Large Language Models (LLMs). This is a complete request asking for educational content on a specific cybersecurity/ML privacy topic. | [] | The query is asking for technical information about membership inference attacks on Large Language Models (LLMs). This is a general academic/technical question with no personal identifiers, names, addresses, phone numbers, or any other personally identifiable information. | false | 5 | The query asks for a comprehensive, do-it-all treatment (“everything I need to know”) about membership inference attacks on large language models, which requires multi-part decomposition: definitions and threat models, attack methodologies, evaluation metrics and datasets, empirical findings, defenses (e.g., DP, regula... | open_scholar_000033 |
Projective Methods for Uncovering Motives | true | Literature Understanding | psychology | true | search terms | Psychology | Clinical Psychology/Personality Psychology/Psychoanalysis | Information Gathering | This appears to be a title or topic phrase about psychological research methods, specifically projective techniques used to understand unconscious motivations. It's a complete conceptual phrase that could be either a search term or a request for information. | [] | The query 'Projective Methods for Uncovering Motives' appears to be an academic or research topic about psychological assessment techniques. It contains no personal identifiers, names, contact information, or any other personally identifiable information. | false | 4 | The query is a broad research-topic request to review and evaluate projective methods (e.g., Rorschach, TAT) for uncovering motives, which requires substantial theoretical framing, history, and decomposition of methods. It demands synthesis of heterogeneous empirical evidence on validity, reliability, and predictive ut... | open_scholar_000034 |
Although the accuracy of the GS model based on Bayesian framework is higher than GBLUP, its calculation process requires multiple sampling and iterations, which consumes much more computing resources and time than GBLUP | true | Other | biology | true | copypaste | Genetics | Quantitative Genetics/Genomic Selection/Statistical Genetics | Other | This appears to be a statement comparing GS (Genomic Selection) models using Bayesian framework versus GBLUP (Genomic Best Linear Unbiased Prediction) in terms of accuracy and computational efficiency. It's not asking a question but making an observation about computational tradeoffs. | [] | I scanned the query for any personally identifiable information such as names, contact information, identification numbers, addresses, or other personal details. The query only contains technical discussion about statistical models (GS model, Bayesian framework, GBLUP) and computational processes, with no personal info... | false | 4 | Answering this query well requires substantial methodological synthesis: explain why Bayesian-genomic-selection (GS) methods can yield higher accuracy than GBLUP, how MCMC or other sampling/iteration schemes drive up computational cost, and what dataset- and prior-specific factors modulate both accuracy and runtime. It... | open_scholar_000035 |
How to design a carbon material with low specific surface area and high specific capacitance, especially high volumetric capacitance? | true | Literature Understanding | engineering | true | request | Materials Science | Electrochemical Materials/Energy Storage Materials/Carbon Materials | Information Gathering | The user is asking for guidance on designing carbon materials with specific properties for what appears to be supercapacitor applications. This is a clear technical request about material design principles. | [] | The query is asking about technical/scientific information regarding carbon material design for capacitance applications. It contains only technical terminology and specifications, with no personal information such as names, addresses, phone numbers, or other identifying information. | false | 5 | The query asks for practical design strategies to produce a carbon material with low specific surface area but high specific capacitance—particularly high volumetric capacitance—which requires detailed materials-science reasoning about EDLC vs pseudocapacitance, pore architecture, packing density, conductivity, and ele... | open_scholar_000036 |
measurement scales on narcissism | true | Literature Understanding | psychology | true | request | Psychology | Clinical Psychology / Personality Psychology / Psychometrics | Information Gathering | The user is asking about measurement scales used to assess narcissism, which is a psychology topic. This appears to be seeking information about existing instruments/tools used in research. | [] | The query is asking about measurement scales related to narcissism, which is a general academic/psychological topic. There are no personal identifiers, names, contact information, or any other personally identifiable information present in this query. | false | 4 | The query is very brief and open-ended, but answering well requires synthesizing multiple validated instruments (e.g., NPI, PNI/B-PNI, NARQ, FFNI, HSNS, single-item/short forms), summarizing their constructs (grandiose vs. vulnerable narcissism), and reporting psychometric properties. A high-quality response should com... | open_scholar_000037 |
Predicting the Spatio-Temporal Distribution of Electric Vehicle Charging Loads | true | Literature Understanding | engineering | true | search terms | Engineering | Electrical Engineering/Power Systems/Transportation Engineering | Information Gathering | This appears to be a research topic or paper title about electric vehicle charging load prediction using spatio-temporal analysis. It's a complete technical phrase that could be either a search term or a request for information on this topic. | [] | The query is a research topic title about electric vehicle charging loads prediction. It contains no personal identifiers, names, contact information, or any other personally identifiable information. | false | 5 | This query is a full-scale research problem requiring multi-part decomposition: defining objectives (short-term vs long-term forecasting, spatial resolution), assembling heterogeneous data (charging logs, traffic/mobility, land use, grid topology), and selecting/combining spatio‑temporal models (point processes, GNNs, ... | open_scholar_000038 |
Body Positivity vs. Body Neutrality
Body positivity dominates contemporary discourse, but does it still reinforce societal focus on appearance? Reframe by exploring body neutrality as a deeper challenge to beauty standards.
Cite each and every Source used in APA style format 7th edition with in-text citations and a ref... | true | Literature Understanding | psychology | true | request | Psychology | Social Psychology / Body Image Studies / Gender Studies | Literature Understanding and Review | The user is requesting a comparative analysis of body positivity vs body neutrality concepts, asking for exploration of how each approach addresses beauty standards, with specific formatting requirements for citations. | [] | I need to scan the query for any personally identifiable information such as names, addresses, phone numbers, SSN, medical information, etc. The query is about body positivity vs body neutrality and asks for academic sources in APA format. There are no names, contact information, identification numbers, or other person... | false | 4 | This request asks for a sustained, evidence-based reframing of body positivity versus body neutrality and explicitly requires APA 7th in-text citations and a complete reference list, which raises the burden of locating, selecting, and accurately formatting multiple sources. It requires conceptual clarification (definit... | open_scholar_000039 |
解读下OpenScholar: Synthesizing Scientific Literature with Retrieval-augmented LMs这篇paper | false | Paper Understanding | computer science | false | request | Computer Science | Natural Language Processing / Machine Learning / Information Retrieval | Paper Understanding | The user is asking in Chinese to interpret/analyze a specific paper titled 'OpenScholar: Synthesizing Scientific Literature with Retrieval-augmented LMs'. This is a direct request for understanding a particular paper. | [] | The query asks for an interpretation of a research paper titled 'OpenScholar: Synthesizing Scientific Literature with Retrieval-augmented LMs'. This is an academic paper title and does not contain any personally identifiable information such as names, SSN, addresses, phone numbers, or other identifying details. | false | 4 | The query asks for an interpretation of a technical research paper about retrieval-augmented LMs synthesizing scientific literature, which requires reading and decomposing the paper’s background, model architecture, retrieval mechanism, experimental setup, datasets and metrics, results, and limitations. It demands synt... | open_scholar_000040 |
Is there a system that can achieve nanosecond-level toa estimation without relying on high transmission bandwidth? I would like to start with the communication signal processing algorithm. | true | Literature Understanding | engineering | true | request | Electrical Engineering | Signal Processing / Telecommunications / Wireless Communications | Information Gathering | User is asking about time-of-arrival (TOA) estimation systems with specific constraints and mentions wanting to start with communication signal processing algorithms. This is a technical request in telecommunications/signal processing. | [] | The query asks about technical systems for time-of-arrival estimation and communication signal processing algorithms. It contains no personal identifiers, names, contact information, or any other information that could identify a specific individual. | false | 4 | The query asks whether nanosecond-level TOA is achievable without high transmission bandwidth and requests starting at the signal-processing algorithm level. A full answer requires discussing fundamental limits (time-bandwidth and CRLB), multiple algorithmic families (phase-based/carrier-phase interpolation, multi-tone... | open_scholar_000041 |
AI-Driven Performance Analysis and Quality of Service (QoS) Optimization for 6G-Enabled Industrial IoT Networks Using Real-World 5G Testbed Data: Throughput, Latency, and Packet Loss | true | Paper Finding | computer science | true | search terms | Computer Science | Telecommunications/Networking / Artificial Intelligence / Internet of Things | Paper Finding | This appears to be a research paper title or topic description covering AI applications in 6G/5G networks for industrial IoT, focusing on performance metrics and QoS optimization. | [] | This query appears to be an academic or technical research title about AI-driven performance analysis for 6G networks. I need to scan for any personally identifiable information such as names, addresses, phone numbers, SSN, etc. The text contains only technical terms and concepts related to telecommunications and IoT n... | false | 5 | The query requires multi-part research: ingesting and preprocessing real-world 5G testbed traces, performing domain adaptation or extrapolation to 6G-era conditions, and developing AI models for both performance analysis and real-time QoS optimization focused on throughput, latency, and packet loss. It demands substant... | open_scholar_000042 |
Human evaluation of generative AI models for text generation | true | Literature Understanding | computer science | true | request | Computer Science | Natural Language Processing / Machine Learning / Human-Computer Interaction | Literature Understanding and Review | The query appears to be asking for information about how humans evaluate generative AI models specifically for text generation tasks. This is a complete research topic that could be requesting literature review or general information gathering. | [] | The query is about human evaluation methods for generative AI models in text generation. This is a general academic/research topic with no specific personal identifiers, names, addresses, or other personally identifiable information. | false | 4 | The query is broad and invites a comprehensive review of methods, protocols, and empirical practices for human evaluation of text-generation models. A thorough answer requires substantial synthesis across annotation design (criteria like fluency, coherence, factuality, safety), sampling and prompting strategies, rater ... | open_scholar_000043 |
The role of think tanks in promoting a culture of dialogue and social cohesion | true | Literature Understanding | social sciences | true | request | Political Science | Public Policy / Political Institutions / Public Administration | Literature Understanding and Review | This appears to be a complete research query about think tanks and their role in fostering dialogue and social cohesion. It's a clear request for information on a specific topic within political science/public policy. | [] | The query is about think tanks and their role in promoting dialogue and social cohesion. This is a general academic/policy topic with no specific personal identifiers, names, addresses, phone numbers, or other personally identifiable information. | false | 4 | This prompt asks for an analytical, evidence-based account of how think tanks can foster dialogue and social cohesion, which requires defining concepts, outlining mechanisms (research, convening, public engagement), synthesizing empirical examples across contexts, and assessing measurement and impact. It also entails h... | open_scholar_000044 |
Application of embodied intelligent technology in the field of pig farming | true | Literature Understanding | agriculture | true | request | Agriculture | Animal Husbandry/Swine Production/Precision Agriculture | Information Gathering | This is a clear request for information about how embodied intelligent technology is being applied specifically in pig farming, which combines computer science/AI with agricultural applications. | [] | This query is about the application of embodied intelligent technology in pig farming. It contains no personal identifiers, names, addresses, phone numbers, or any other information that could identify a specific individual. | false | 5 | The query requests the application of 'embodied intelligent technology' in pig farming, which requires (a) defining the term in context, (b) decomposing multiple application domains (health/welfare monitoring, automated feeding/handling, environmental control, cleaning/robotics, precision breeding), and (c) synthesizin... | open_scholar_000045 |
Links between psychological traits and persuasion | true | Literature Understanding | psychology | true | request | Psychology | Social Psychology / Personality Psychology / Communication Studies | Information Gathering | This is a clear research query asking about the relationship between psychological traits and persuasion, which falls under psychology and could involve social psychology, personality psychology, and communication studies. | [] | The query is asking about academic/research topics related to psychological traits and persuasion. It contains no personal identifiers, names, contact information, or any other information that could identify a specific individual. | false | 4 | The query asks for mappings between psychological traits and susceptibility or responsiveness to persuasion, which requires integrating multiple literatures (personality trait taxonomies like the Big Five, need for cognition, authoritarianism, locus of control, etc.) with persuasion theories (ELM/HSM, source/recipient/... | open_scholar_000046 |
Can nigericin increase cathepsin expression? | true | Literature Understanding | biology | true | request | Biochemistry | Molecular Biology/Cell Biology | Information Gathering | This is a specific scientific question about the biochemical effects of nigericin (an antibiotic/ionophore) on cathepsin (proteolytic enzymes) expression. The user is asking for factual information about a molecular mechanism. | [] | The query asks about nigericin (a biochemical compound) and its effect on cathepsin expression (a biological process). This is a scientific/medical research question with no personal identifiers. | false | 4 | The question is brief and biologically specific but ambiguous about which cathepsin isoform, cell/tissue type, organism, and experimental conditions are meant, so answering requires clarifying assumptions or covering multiple contexts. A thorough response would need a focused literature search for reports of nigericin ... | open_scholar_000047 |
Teach super resolution using the Diffusion model. | true | Literature Understanding | computer science | true | request | Computer Science | Machine Learning/Deep Learning/Computer Vision | Information Gathering | The user is requesting to be taught about super resolution using diffusion models, which is a clear educational request about a specific AI/ML technique. | [] | The query is asking for educational content about super resolution using diffusion models. This is a technical/academic request with no personal information such as names, addresses, phone numbers, SSN, or any other identifying information. | false | 5 | The query is a broad teaching request that demands comprehensive, multi-part instruction: theory of diffusion/score-based models, how to condition them for super-resolution, architecture choices (e.g., conditional U-Net, attention), noise schedules and loss functions, and practical training/sampling strategies. A full ... | open_scholar_000048 |
I want know mathematical model for slug formation of Dictyostelium | true | Literature Understanding | biology | true | request | Biology | Mathematical Biology/Biophysics/Developmental Biology | Information Gathering | User is asking for mathematical models related to slug formation in Dictyostelium, which is a well-known biological system studied through mathematical modeling approaches. | [] | The query is asking about mathematical models for slug formation in Dictyostelium (a type of slime mold). This is a scientific/academic inquiry about biological processes and contains no personal identifiers, names, addresses, phone numbers, or any other personally identifiable information. | false | 4 | The query asks for mathematical models of Dictyostelium slug formation, which requires synthesizing heterogeneous literatures (cAMP signaling models, chemotaxis/Keller–Segel PDEs, Meinhardt-type reaction–diffusion, agent-based/Cellular Potts and phase-field models) and explaining their equations, assumptions, parameter... | open_scholar_000049 |
How to improve the discharge capacity of a battery | true | Literature Understanding | engineering | true | request | Engineering | Materials Science/Battery Technology/Electrochemistry | Information Gathering | The user is asking for methods or techniques to enhance battery discharge capacity, which is a clear engineering/materials science question seeking practical information. | [] | The query is asking about technical information regarding battery discharge capacity improvement. It contains no personal identifiers, names, contact information, or any other personally identifiable information. | false | 5 | The query is very broad and, to be answered well, requires a research-level decomposition: define which ‘capacity’ metric (gravimetric/volumetric/usable at given C‑rate), specify battery chemistry and application constraints, and survey interventions at materials, cell-design, formation, thermal/BMS control, and pack-i... | open_scholar_000050 |
Wind Energy Resource on Mars | true | Literature Understanding | physics | true | search terms | Planetary Science | Renewable Energy Engineering/Atmospheric Physics/Space Exploration | Information Gathering | This appears to be a search term or topic request about wind energy potential on Mars, which is a legitimate research area combining renewable energy and planetary science. | [] | The query 'Wind Energy Resource on Mars' is a general scientific/technical inquiry about renewable energy possibilities on Mars. It contains no personal information, names, contact details, identification numbers, or any other data that could identify an individual. | false | 5 | This is an open-ended, multidisciplinary research topic requiring atmospheric science, wind-resource assessment, and engineering design analysis for a non-Earth environment. A thorough answer must synthesize sparse and heterogeneous data from Martian landers/rovers and models, quantify energy densities under low-pressu... | open_scholar_000051 |
Has anyone tried to scale up the corpora for retrieval of retrieval-augmented LMs to trillion tokens? | true | Literature Understanding | computer science | true | request | Computer Science | Natural Language Processing / Machine Learning / Information Retrieval | Literature Understanding and Review | The user is asking about specific research efforts to scale retrieval corpora for RAG models to trillion-token size, which is a request for information about existing work in this area. | [] | The query is asking about scaling up corpora for retrieval-augmented language models to trillion tokens. This is a technical question about machine learning research and contains no personal information, names, contact details, or any other identifiable information about individuals. | false | 4 | Answering this query requires a literature-and-industry survey plus careful definition of terms (what counts as the ‘corpus’ vs. index, and what exactly “trillion tokens” means). You would need to synthesize academic papers (RETRO, RAG, REALM, KNN-LM, etc.), engineering write-ups and company-scale systems, reconcile di... | open_scholar_000052 |
How can LLM help people foster creativity? | true | Literature Understanding | computer science | true | request | Computer Science | Artificial Intelligence / Human-Computer Interaction / Natural Language Processing | Information Gathering | The user is asking about how Large Language Models (LLMs) can assist people in fostering creativity. This is a clear, complete question requesting information about the applications and capabilities of LLMs in creative contexts. | [] | The query is a general question about how Large Language Models can help foster creativity. It contains no personal identifiers, names, contact information, or any other personally identifiable information. | false | 4 | The query is open-ended and invites a broad, interdisciplinary synthesis of how large language models (LLMs) can support creativity — requiring decomposition into modes of assistance (idea generation, brainstorming scaffolds, reframing, multimodal prompts), evidence from cognitive and HCI research, practical workflows ... | open_scholar_000053 |
Find me large amount of resources to do a literature review about this question: How is AI currently used to assist, collaborate, or automate human decision-making across different domains, and what are the key trends, challenges, and future directions in Human-AI collaboration for privacy-preserving systems? | true | Literature Understanding | computer science | true | request | Computer Science | Human-Computer Interaction / Artificial Intelligence / Privacy and Security | Literature Understanding and Review | The user is explicitly requesting resources for conducting a literature review on a specific research question about AI's role in human decision-making and Human-AI collaboration, particularly in privacy-preserving systems. | [] | I need to scan the query for any personally identifiable information such as names, SSN, addresses, phone numbers, etc. This query is asking for academic resources about AI and human decision-making collaboration. It contains no personal information, names, contact details, or any other identifiable information about i... | false | 5 | The query requests a large, cross-domain literature collection plus synthesis on how AI assists/collaborates/automates human decision-making and specifically on trends/challenges/future directions in privacy-preserving Human–AI collaboration. That requires substantial decomposition (multiple application domains, types ... | open_scholar_000054 |
What are the largest diffusion transformer Mixture of Expert models in terms of parameter count?
| true | Literature Understanding | computer science | true | request | Computer Science | Machine Learning / Deep Learning / Computer Vision | Information Gathering | User is asking for specific information about the largest diffusion transformer MoE models by parameter count - a clear factual request about current model architectures. | [] | The query asks about diffusion transformer Mixture of Expert models and their parameter counts. This is a technical question about machine learning models and contains no personal information that could identify an individual. | false | 4 | This query requires surveying recent literature across diffusion models, transformer architectures, and Mixture-of-Experts (MoE) variants and aggregating reported parameter counts—which are often reported inconsistently (total params vs. expert params vs. active/route params). Answering well demands resolving ambiguiti... | open_scholar_000055 |
ESOL policy in Scotland | true | Literature Understanding | education | true | search terms | Education | Language Education Policy / Applied Linguistics / Educational Policy | Information Gathering | This appears to be a search term or topic identifier related to English for Speakers of Other Languages (ESOL) policy in Scotland. It's brief but clear enough to understand what information domain the user is interested in. | [] | The query 'ESOL policy in Scotland' is asking about English for Speakers of Other Languages policy in a geographic region. It contains no personal identifiers, names, contact information, or any other information that could identify a specific individual. | false | 4 | The query is brief but invites a comprehensive policy brief: answering well requires synthesizing Scottish Government strategies, local authority and college provision, funding streams, statutory/immigration interfaces, and evidence on access and outcomes. A thorough response would need to aggregate heterogeneous sourc... | open_scholar_000056 |
Projected changes in peatland water table with climate change | true | Literature Understanding | environmental science | true | search terms | Environmental Science | Hydrology/Wetland Ecology/Climate Science | Information Gathering | This appears to be a research topic or search terms related to environmental science, specifically about how climate change affects peatland hydrology. The query is complete enough to understand what information is being sought. | [] | The query is asking about scientific/environmental research on peatland water tables and climate change. It contains no personal information, names, addresses, phone numbers, or any other identifiable information about individuals. | false | 4 | The query asks for projected changes in peatland water tables under climate change, which requires synthesizing diverse literature across regions, peatland types (bogs, fens, permafrost peatlands), timescales, and emissions scenarios. A thorough answer must decompose causal drivers (precipitation, evapotranspiration, p... | open_scholar_000057 |
Supplementing learning in digital health for professional healthcare degree students through student organization led extracurricular learning activities | true | Literature Understanding | medicine | true | request | Medical Education | Digital Health Education / Healthcare Professional Development / Extracurricular Learning | Literature Understanding and Review | This appears to be a research topic or paper title focused on digital health education methods for healthcare students, specifically through extracurricular activities led by student organizations. | [] | The query discusses educational activities for healthcare students but contains no specific personal identifiers, names, contact information, or other personally identifiable information. | false | 4 | This query asks for a comprehensive, research-grade treatment of supplementing digital health education via student-organization–led extracurriculars, which requires cross-disciplinary synthesis (medical education, digital health competencies, extracurricular pedagogy) and evidence aggregation from heterogeneous litera... | open_scholar_000058 |
Adaptive User Clustering and Power Control in Grant-Free Non-Orthogonal Multiple Access (NOMA) Systems for Wireless Federated Learning | true | Paper Finding | engineering | true | search terms | Electrical Engineering | Wireless Communications / Machine Learning / Federated Learning | Paper Finding | This appears to be a technical title or research topic in telecommunications/wireless communications, specifically about NOMA systems and federated learning. It's written in title case and seems complete as a research topic, though not phrased as a direct question or request. | [] | This query appears to be an academic or technical title about wireless communication systems and federated learning. I need to scan for any personally identifiable information such as names, addresses, phone numbers, SSNs, etc. The text only contains technical terms and concepts related to wireless communication techno... | false | 5 | This query spans multiple technical domains—wireless communications (grant-free NOMA, user clustering, power control) and distributed ML (wireless federated learning)—and requires multi-part decomposition: protocol/PHY design, optimization/control algorithms, and learning-convergence analysis under communication impair... | open_scholar_000059 |
adopting Kolmogorov-Arnold Networks for quantum machiene learning | true | Literature Understanding | computer science | true | request | Computer Science | Quantum Computing/Machine Learning/Neural Networks | Information Gathering | The user is asking about adopting a specific neural network architecture (Kolmogorov-Arnold Networks) for quantum machine learning applications. This appears to be a request for information on combining two advanced computational approaches. | [] | The query is asking about adopting Kolmogorov-Arnold Networks for quantum machine learning, which is purely a technical/academic topic. There are no names, addresses, phone numbers, SSNs, or any other personally identifiable information present. | false | 5 | The query asks for adopting Kolmogorov-Arnold networks within quantum machine learning, which requires deep cross-disciplinary work: understanding the Kolmogorov–Arnold representation results and classical network instantiations, mapping those architectures to quantum or hybrid quantum-classical circuits, and analyzing... | open_scholar_000060 |
what are leading techniques for safe navigation in partially observable environments with moving obstacles? | true | Literature Understanding | computer science | true | request | Computer Science | Robotics/Motion Planning/Artificial Intelligence | Information Gathering | This is a clear technical question asking about specific techniques for a well-defined robotics/AI problem - safe navigation in environments with limited visibility and dynamic obstacles. | [] | This query is asking about technical methods for navigation in robotics/AI contexts. It contains no personal information, names, addresses, phone numbers, or any other identifiable information about individuals. | false | 4 | The query asks for leading techniques at the intersection of planning under partial observability, moving-obstacle prediction, and safety guarantees, which requires synthesizing approaches from POMDP/belief-space planning, model predictive control (robust and chance-constrained), reachability/barrier-certificate verifi... | open_scholar_000061 |
These findings underscore the pivotal role of miRNAs, such as miR-146a and miR-212, in modulating immune responses and hormonal regulation during the postpartum period. They also highlight the importance of understanding miRNA-mediated mechanisms to unravel the complex interplay between immune dysfunction, hormonal cha... | true | Other | medicine | true | copypaste | Medicine | Psychiatry/Molecular Biology/Endocrinology | Other | This appears to be a concluding paragraph from a research paper or academic text discussing miRNA research in postpartum mental health, not a user query requesting information. | [] | I reviewed the query for any personally identifiable information. The text discusses scientific research about miRNAs, immune responses, and postpartum mental health conditions. It contains only scientific terminology, research findings, and general medical concepts. There are no names, contact information, identificat... | false | 5 | The query entails an ambitious research agenda: elucidating miR-146a/miR-212–mediated mechanisms that link immune dysfunction, hormonal changes, and mood disorders in the postpartum period and translating that knowledge toward targeted therapies. Addressing it requires deep mechanistic work (molecular and cellular stud... | open_scholar_000062 |
use of GRU in determining the RUL of the generator | true | Literature Understanding | engineering | true | request | Engineering | Machine Learning/Deep Learning/Predictive Maintenance/Electrical Engineering | Information Gathering | The query asks about using GRU (Gated Recurrent Unit) neural networks for determining RUL (Remaining Useful Life) of generators. This is a specific technical request about applying deep learning to predictive maintenance. | [] | The query discusses technical concepts (GRU - Gated Recurrent Unit, RUL - Remaining Useful Life, generator) in an academic/technical context. No personal identifiers, names, contact information, or other personally identifiable information is present. | false | 4 | The query asks about using GRU (Gated Recurrent Units) to determine Remaining Useful Life (RUL) of a generator, which requires substantial decomposition: specifying generator type and failure modes, sensor and label generation, data preprocessing/windowing, GRU architecture and training regimen, evaluation metrics and ... | open_scholar_000063 |
what does science say about genetics and people's career choice decisions? | true | Literature Understanding | psychology | true | request | Psychology | Behavioral Genetics/Vocational Psychology/Career Development | Literature Understanding and Review | User is asking for scientific evidence/findings about the relationship between genetics and career choices, which is a clear request for literature synthesis on this topic. | [] | This query is asking about scientific research on the relationship between genetics and career choices. It's a general academic/scientific question with no specific personal information, names, addresses, or other identifiable information. | false | 4 | The query asks for what science says about genetics and people’s career-choice decisions, which requires synthesizing evidence from behavioral genetics (twin/adoption studies), molecular genetics (GWAS and polygenic scores), and psychological/sociological research on mediating traits (cognitive ability, personality, in... | open_scholar_000064 |
New directions in using diffusion for protein synthesis | true | Literature Understanding | biology | true | request | Biochemistry | Computational Biology/Protein Engineering/Machine Learning in Biology | Literature Understanding and Review | This appears to be a research query about emerging applications of diffusion models/processes in protein synthesis, which is a biochemistry/computational biology topic seeking current literature insights. | [] | The query is asking about scientific/technical topics related to diffusion methods for protein synthesis. It contains only academic/research terminology and no personal identifiers. | false | 5 | The query asks for “new directions” applying diffusion methods to protein synthesis, which is an open-ended research-level task requiring deep technical knowledge of generative diffusion models, structural biology, protein design/evaluation metrics, and experimental constraints. A useful answer would need multi-part de... | open_scholar_000065 |
Is there a legal framework govering smart contracts under the syrian law | true | Literature Understanding | social sciences | true | request | Law | Technology Law/Cyber Law/Contract Law | Information Gathering | User is asking about the legal status of smart contracts specifically under Syrian law, which is a clear request for legal information about a specific jurisdiction and technology. | [] | The query asks about legal frameworks for smart contracts under Syrian law. It only mentions a country's legal system and does not contain any personal identifiers, names, contact information, or other data that could identify a specific individual. | false | 4 | Answering this requires jurisdiction-specific legal research into Syrian statutes, regulations, and case law (possibly in Arabic), plus synthesis of how general contract law, electronic-signature/electronic-transactions rules, and any crypto/blockchain-related measures apply to smart contracts. Sources may be scarce or... | open_scholar_000066 |
what ois the basis of T cell specificity and sensitivity | true | Literature Understanding | biology | true | request | Biology | Immunology/Cell Biology | Information Gathering | The user is asking about the fundamental mechanisms behind T cell specificity and sensitivity, which is a core immunology concept. This appears to be seeking general knowledge about T cell biology rather than specific papers or testing the system. | [] | The query is asking about T cell specificity and sensitivity in an immunological/biological context. It contains only scientific terminology and no personal identifiers, names, addresses, phone numbers, or other personally identifiable information. | false | 4 | The query asks for the molecular and biophysical basis of both T cell specificity and sensitivity, which requires integrating mechanistic descriptions (TCR–peptide–MHC recognition, co-receptors, CD3 signaling), biophysical models (affinity vs dwell time, kinetic proofreading, serial triggering, catch-bond mechanics), t... | open_scholar_000067 |
exRNA-mediated mechanisms, such as their role in tumor microenvironment communication, drug efflux, epigenetic modifications, and immune evasion | true | Literature Understanding | biology | true | search terms | Biology | Cancer Biology/Oncology/Molecular Biology/Cell Biology | Literature Understanding and Review | This appears to be search terms or topics related to extracellular RNA mechanisms in cancer research, focusing on multiple specific biological processes. | [] | The query discusses scientific concepts related to exRNA-mediated mechanisms in cancer research. It contains only technical/scientific terminology and does not include any personal identifiers like names, addresses, phone numbers, or other information that could identify a specific individual. | false | 4 | The query asks for mechanistic synthesis across multiple complex biological processes (tumor microenvironment communication, drug efflux, epigenetic modification, immune evasion) mediated by extracellular RNA (exRNA). Answering well requires integrating diverse experimental evidence, contrasting molecular pathways (ves... | open_scholar_000068 |
A research about optimization of read latency, capacity, power consumption, etc.. of flash-based PIM | true | Literature Understanding | computer science | true | request | Computer Science | Computer Architecture / Memory Systems / Storage Systems | Information Gathering | The user is requesting research information about optimizing various performance metrics (read latency, capacity, power consumption) for flash-based Processing-in-Memory (PIM) systems. This appears to be a request for literature or information gathering on this specific technical topic. | [] | The query discusses technical research topics related to flash-based Processing-In-Memory (PIM) systems and optimization parameters. It contains no personal identifiers, names, contact information, or any other personally identifiable information. | false | 5 | This query poses a broad, multi-objective research problem — optimizing read latency, capacity, power, etc. for flash-based processing-in-memory — which requires deep, cross-layer decomposition. A thorough study must combine device/cell physics, circuit/array design, flash controller/FTL algorithms, ECC and reliability... | open_scholar_000069 |
Find me prior work on mixture of expert transformer architecture design focused on individual-specific patterns | true | Paper Finding | computer science | true | request | Computer Science | Machine Learning / Deep Learning / Natural Language Processing | Paper Finding | The user is explicitly asking to find prior work/research papers on a specific technical topic (mixture of expert transformer architectures for individual-specific patterns), which is a clear request for paper finding. | [] | The query asks for academic research on a technical topic (mixture of expert transformer architectures). It contains no names, contact information, identification numbers, addresses, or other personally identifiable information. | false | 4 | The query asks for prior work on mixture-of-expert (MoE) transformer architecture designs specifically targeted at individual-specific (personalization) patterns, which requires synthesizing literature across MoE models, transformer variants, and personalization techniques (adapters, user embeddings, hypernetworks, fed... | open_scholar_000070 |
In the area of diverse image generation, is there a method where a new module is added on top of the original model—one that is trained on the user’s past data while the original model remains unchanged? This way, the original module maintains the model’s overall performance, while the new module is responsible for gen... | true | Literature Understanding | computer science | true | request | Computer Science | Machine Learning / Computer Vision / Deep Learning | Information Gathering | The user is asking about a specific architectural approach in image generation models where an additional module is added for personalization while keeping the base model frozen. This is a clear technical question about machine learning methodology. | [] | I reviewed the query for any personally identifiable information such as names, addresses, phone numbers, SSN, financial information, etc. The query discusses technical concepts about image generation models and training methods but contains no specific personal identifiers. | false | 4 | The query asks for whether modular personalization methods exist that add a new trainable module on top of a frozen image-generation model so the base performance is preserved while the module produces diverse outputs. Answering requires surveying and synthesizing multiple strands of literature (adapters/LoRA/prompt-tu... | open_scholar_000071 |
Do investment fund change their investment behavior based on companies ESG rating? | true | Literature Understanding | finance | true | request | Finance | Sustainable Finance/ESG Investing/Investment Management | Literature Understanding and Review | The user is asking about the relationship between ESG ratings and investment fund behavior, which is a clear research question in finance/economics that would require understanding current literature on this topic. | [] | This query is asking a general question about investment fund behavior regarding ESG ratings. It contains no specific names, addresses, phone numbers, financial account information, or any other personally identifiable information that could be used to identify an individual. | false | 4 | Answering this question well requires substantial synthesis of empirical literature covering different fund types (active vs. passive, ESG-branded vs. mainstream), methodologies (event studies, panel regressions, holdings/flow analyses), and geographies/time periods. It must address heterogeneity in ESG ratings/provide... | open_scholar_000072 |
The integration of qualitative data into Geographic Information Systems (GIS) has emerged as a significant area of research, reflecting a paradigm shift in how geographic data is conceptualized and utilized. Traditionally, GIS has been associated predominantly with quantitative data, but recent developments have highli... | true | Other | environmental science | true | copypaste | Geography | Geographic Information Systems / Qualitative Research Methods | Other | This appears to be a well-structured paragraph about qualitative GIS that reads like an introduction or excerpt from an academic paper rather than a query requesting information. | [] | I scanned the query for any personally identifiable information such as names, addresses, phone numbers, SSN, financial information, etc. The text appears to be an academic discussion about Geographic Information Systems and qualitative data integration. There are no personal identifiers, contact information, or any da... | false | 4 | The prompt asks about integrating qualitative data into GIS—a topic that requires substantial interdisciplinary synthesis (GIScience, human geography, qualitative methods) and careful decomposition of methodological, technical, and ethical issues. A full answer would need to compare approaches (e.g., geotagging, narrat... | open_scholar_000073 |
Can you explain every key discovery made in the history of deep learning? | true | Literature Understanding | computer science | true | request | Computer Science | Machine Learning/Deep Learning/Artificial Intelligence | Information Gathering | The user is asking for a comprehensive historical overview of key discoveries in deep learning, which is a clear educational/informational request about the field's development. | [] | This query is asking for an explanation of key discoveries in deep learning history. It's a general academic/educational question that doesn't contain any personal information, names of individuals (other than potentially historical figures in the field), addresses, phone numbers, financial information, or other identi... | false | 5 | The query asks for an exhaustive explanation of every "key discovery" in deep learning, which is extremely broad and open-ended. Delivering this requires multi-part decomposition (historical timeline, technical summaries, impact assessments), deep synthesis across many discoveries (algorithms, architectures, optimizati... | open_scholar_000074 |
How to reverse type 2 diabetes | true | Literature Understanding | medicine | true | request | Medicine | Endocrinology/Diabetes Care/Internal Medicine | Information Gathering | User is asking for information about reversing type 2 diabetes, which is a medical/health request seeking treatment or management information. | [] | The query is asking for general medical information about reversing type 2 diabetes. It contains no specific personal identifiers, names, addresses, phone numbers, medical records, or any other information that could identify a particular individual. | false | 5 | The query asks for how to “reverse” type 2 diabetes, which requires a multi-part, evidence-based synthesis: defining reversal/remission criteria, summarizing lifestyle interventions (very-low-calorie diets, weight loss, physical activity), pharmacologic and surgical options (GLP-1 agonists, SGLT2 inhibitors, bariatric ... | open_scholar_000075 |
Find me references about sample efficient ways to compute the Q values of a given policy offline | true | Paper Finding | computer science | true | request | Computer Science | Reinforcement Learning / Machine Learning | Paper Finding | The user is explicitly asking for references/papers on a specific technical topic (sample efficient methods for computing Q values offline), which is a clear request for paper finding in reinforcement learning. | [] | The query is asking for academic references about computational methods for Q-values in reinforcement learning. It contains only technical terminology and no personal identifiers, names, addresses, phone numbers, or other personally identifiable information. | false | 4 | The query requests literature on sample-efficient offline estimation of Q-values for a given policy, which requires gathering and synthesizing work across several subareas: off-policy evaluation (importance sampling and variants), batch/ offline policy evaluation (LSTD, TD-based methods), fitted Q-evaluation and model-... | open_scholar_000076 |
Which are the most powerful multimodal language models? | true | Literature Understanding | computer science | true | request | Computer Science | Artificial Intelligence / Machine Learning / Natural Language Processing | Information Gathering | The user is asking for information about the most powerful multimodal language models, which is a direct request for current knowledge in AI/ML field. | [] | The query is asking about multimodal language models in general, which is a technical/academic question. There are no names, addresses, phone numbers, identification numbers, or any other personally identifiable information present in this query. | false | 4 | The question requests identification/ranking of the “most powerful” multimodal language models, which requires (a) defining what “powerful” means (benchmarks, modalities supported, emergent capabilities, robustness), (b) aggregating and weighing heterogeneous evidence (published papers, vendor claims, independent evalu... | open_scholar_000077 |
are there papers that show that small model size may hinder a language model to learn complex tasks | true | Paper Finding | computer science | true | request | Computer Science | Machine Learning/Natural Language Processing/Deep Learning | Paper Finding | The user is asking for papers that demonstrate a specific relationship between model size and learning capability in language models. This is a clear request for research papers on a particular topic. | [] | The query is asking about academic research papers regarding language model performance and complexity. It contains no personal identifiers, names, contact information, or any other personally identifiable information. | false | 4 | This query requires a literature synthesis across scaling-law papers and work on emergent capabilities rather than a simple definition: one must cite and compare studies (e.g., Kaplan et al. 2020 on scaling laws, Wei et al. 2022 on emergent abilities, Nakkiran et al. on double descent/critical scale) that show how para... | open_scholar_000078 |
How can I craft the ultimate prompt for a GPT to act as a thought partner, letting me ramble freely while it organizes my ideas into actionable insights? I want to unlock the model’s full potential with advanced techniques, ensuring depth, creativity, and practical results. Please avoid mentioning previously discussed ... | true | Literature Understanding | computer science | true | request | Computer Science | Artificial Intelligence / Human-Computer Interaction / Natural Language Processing | Information Gathering | This is a clear request for advanced prompting strategies and techniques for using GPT as a thought partner, with specific examples and exclusions mentioned. | [] | I've carefully reviewed the query for any personally identifiable information. The query is asking for advice on crafting prompts for GPT and discusses various prompting techniques and strategies. There are no names, contact information, addresses, identification numbers, or any other information that could be used to ... | false | 5 | This query demands a research-memo level response: it asks for novel, advanced prompt-engineering techniques (beyond many common tactics explicitly forbidden) and concrete examples, which requires multi-part decomposition and creative synthesis of methods, trade-offs, and implementation details. The answer must integra... | open_scholar_000079 |
How to find differentially expressed proteins in heart failure | true | Literature Understanding | medicine | true | request | Biomedical Sciences | Proteomics/Cardiology/Molecular Biology | Information Gathering | The user is asking for methodological guidance on identifying differentially expressed proteins specifically in the context of heart failure research. This is a clear request for information about research methods and techniques. | [] | The query asks about finding differentially expressed proteins in heart failure, which is a general scientific/research question about methodology. It contains no personal identifiers, names, contact information, or any other information that could identify a specific individual. | false | 4 | This query asks for a complete research workflow to identify differentially expressed proteins in heart failure, which requires substantial methodological synthesis: experimental design (sample type, cohort size, controls), choice of proteomics platform (label-free vs TMT vs targeted), data processing and statistical t... | open_scholar_000080 |
Process for doing a thorough detailed internal situational analysis as part of an organisational structure review | true | Literature Understanding | business | true | request | Business Administration | Organizational Management / Strategic Management / Human Resource Management | Information Gathering | The user is asking for information about how to conduct an internal situational analysis within the context of organizational structure review - this is a clear request for methodological guidance in business/management. | [] | The query asks about organizational processes and methodologies for conducting internal situational analysis. It contains no personal identifiers, names, contact information, financial details, or any other information that could identify a specific individual. | false | 4 | The request asks for a thorough, detailed process for an internal situational analysis within an organisational-structure review, which requires multi-step decomposition (scoping, data collection, diagnostics, option generation, and recommendations). It demands synthesis of heterogeneous evidence (org charts, HR metric... | open_scholar_000081 |
nanocomposites prepared by sol-gel | true | Paper Finding | engineering | true | search terms | Materials Science | Nanotechnology / Sol-gel Chemistry | Paper Finding | This appears to be search terms related to a specific materials science topic - nanocomposites made using sol-gel synthesis methods. It's brief but contains enough key terms to understand the subject matter. | [] | The query 'nanocomposites prepared by sol-gel' is a technical/scientific search term related to materials science and chemistry. It contains no personal identifiers, names, contact information, or any other personally identifiable information. | false | 4 | The query is a broad, open-ended topic requiring a comprehensive literature-style treatment: synthesis routes (in-situ vs ex-situ sol–gel), control of nanoparticle size/distribution, interface chemistry (coupling agents, functionalization), processing parameters (pH, solvents, catalysts, aging/drying), characterization... | open_scholar_000082 |
Are there any llm approaches that achieve state of the art on regressions tasks, or are boosting approaches still the best? | true | Literature Understanding | computer science | true | request | Computer Science | Machine Learning/Natural Language Processing/Regression Analysis | Literature Understanding and Review | User is asking about comparing LLM approaches vs boosting methods for regression tasks, seeking current state-of-the-art information | [] | The query is asking about machine learning approaches (LLM vs boosting) for regression tasks. It contains only technical terminology and no personal identifiers, names, addresses, phone numbers, or any other personally identifiable information. | false | 4 | The query asks whether LLM-based approaches can achieve state-of-the-art performance on regression tasks versus traditional boosting methods. Answering it requires surveying heterogeneous literature (tabular transformers, LLMs-as-feature-extractors/prompting, fine-tuned language models) and comparing empirical results ... | open_scholar_000083 |
Design of magnetometer in marine magnetic survey | true | Literature Understanding | earth sciences | true | request | Geophysics | Marine geophysics/Instrumentation and measurement | Information Gathering | This appears to be a request for information about designing magnetometers specifically for marine magnetic surveys, which is a technical engineering/geophysics topic. | [] | The query is asking about the technical design of magnetometers used in marine magnetic surveys. This is a purely technical/scientific topic with no personal information mentioned. | false | 5 | The query asks for a full design of a magnetometer for marine magnetic survey, which is a multi-disciplinary engineering task requiring decomposition into sensor selection (scalar vs vector), sensor technology (e.g., proton-precession, optically pumped, fluxgate, SQUID), mechanical/towing integration, magnetic cleanlin... | open_scholar_000084 |
is aspirin affecting cardiovascular health? | true | Literature Understanding | medicine | true | request | Medicine | Cardiology/Pharmacology | Information Gathering | This is a straightforward question asking about the relationship between aspirin and cardiovascular health, which is a well-established medical research topic. | [] | The query asks a general medical question about aspirin's effects on cardiovascular health. It contains no names, personal identifiers, contact information, or any other information that could identify a specific individual. | false | 4 | The question is short but broad: answering it well requires reviewing randomized trials, meta-analyses and guideline updates about aspirin’s effects on cardiovascular outcomes and harms. One must synthesize heterogeneous evidence (e.g., ASCEND, ARRIVE, ASPREE and prior trials), distinguish primary vs secondary preventi... | open_scholar_000085 |
Do hydrogen ions and sodium ions have different abilities to induce oxidative stress? | true | Literature Understanding | biology | true | request | Biochemistry | Cellular biochemistry/Oxidative stress biology/Ion physiology | Information Gathering | This is a clear scientific question comparing the oxidative stress-inducing abilities of two specific ions (H+ and Na+). It's a complete, direct request for information in the biochemistry/physiology domain. | [] | This query is asking a scientific question about hydrogen ions and sodium ions and their relationship to oxidative stress. It contains no personal information that could identify an individual. | false | 4 | This question asks for a comparative mechanistic evaluation of how H+ versus Na+ can promote oxidative stress, which requires integrating physiology, cellular biochemistry, and literature on ROS-generating pathways. Answering well requires decomposing direct chemical effects (e.g., pH-dependent redox chemistry) from in... | open_scholar_000086 |
AUDIT EXPECTATION GAP AND VIEWS OF AUDIT PROFESSIONALS AND STATEMENT USERS ON NARROWING THE GAP IN THE UAE /problem statement | true | Ideation | finance | true | request | Accounting | Auditing / Financial Reporting | Ideation | This appears to be a research title followed by '/problem statement', suggesting the user wants help developing or understanding the problem statement for this specific research topic about audit expectation gaps in the UAE. | [] | This query appears to be an academic research topic or thesis title related to auditing in the UAE. It contains no personal identifiers, names, contact information, or other personally identifiable information - just academic/professional terminology. | false | 5 | The query asks to investigate the audit expectation gap and the perspectives of both audit professionals and financial statement users in the UAE, which entails multi-part research: literature review, UAE regulatory/contextual analysis, design and execution of empirical data collection (surveys/interviews), and synthes... | open_scholar_000087 |
explain how pd1 and pdl1 cancer drugs work, and the significance/ potential of pd1 vegf bispecifics | true | Literature Understanding | medicine | true | request | Medicine | Oncology/Cancer Immunotherapy/Pharmacology | Information Gathering | The user is asking for an explanation of how PD-1 and PD-L1 cancer drugs work, plus information about PD-1/VEGF bispecific antibodies. This is a clear request for scientific information about cancer immunotherapy mechanisms and drug development. | [] | The query asks about cancer drugs (PD1, PDL1) and bispecific treatments. This is a medical/scientific information request with no personal identifiers, names, addresses, phone numbers, or other personally identifiable information. | false | 4 | This query requires more than a simple definition: it asks for mechanistic explanation of PD-1/PD-L1 checkpoint inhibitors plus an evaluation of the rationale, potential benefits, and risks of PD-1–VEGF bispecific agents. Answering well involves decomposing immunobiology (T‑cell exhaustion, ligand/receptor interactions... | open_scholar_000088 |
how does economic geography study Chinese outward FDI | true | Literature Understanding | environmental science | true | request | Geography | Economic Geography / International Economics | Literature Understanding and Review | The user is asking about how a specific academic discipline (economic geography) approaches the study of a particular phenomenon (Chinese outward foreign direct investment). This is a methodological inquiry about research approaches in a specific field. | [] | The query asks about how economic geography studies Chinese outward FDI (Foreign Direct Investment). This is an academic/research question about methodology and does not contain any personal identifiers, names, addresses, phone numbers, or other personally identifiable information. | false | 4 | The query asks for how a whole subfield (economic geography) studies a complex, evolving phenomenon (Chinese outward FDI), which requires synthesizing multiple theoretical lenses (location theory, agglomeration, networks, state capitalism), empirical methods (firm-level data, spatial analysis, case studies, qualitative... | open_scholar_000089 |
Is it true the every continuous infinite powerset contains all other continous infinite sets of a lower order? | true | Literature Understanding | math | true | request | Mathematics | Set Theory / Mathematical Logic | Information Gathering | This is a mathematical query about set theory, specifically asking about a relationship between continuous infinite powersets and other continuous infinite sets of lower order. The query is complete and understandable, though it contains some technical imprecision in terminology. | [] | This query is asking about mathematical concepts related to powersets and continuous infinite sets. It contains only mathematical terminology and theoretical concepts with no personal identifiers, names, contact information, or other personally identifiable information. | false | 4 | The query is imprecise (terms like “continuous infinite powerset” and “lower order” are ambiguous) and answering it rigorously requires clarifying definitions and then applying set‑theory results (Cantor’s theorem, cardinal arithmetic, and often the Axiom of Choice/Well‑ordering and considerations about the continuum h... | open_scholar_000090 |
Following brain ischemia, a complex immunoinflammatory cascade is activated, engaging diverse cellular mediators and triggering intricate signaling networks that modulate tissue damage and repair dynamics | true | Other | neuroscience | true | copypaste | Neuroscience | Neuroinflammation/Stroke Research/Neuroimmunology | Other | This appears to be a statement or excerpt about brain ischemia and immunoinflammatory processes rather than a direct question or request for information. | [] | This query is a scientific/medical statement about brain ischemia and immunoinflammatory processes. It contains only general medical terminology and concepts without any specific information that could identify an individual person. | false | 4 | The prompt asks about the post‑ischemic immunoinflammatory cascade involving diverse cellular mediators and intricate signaling networks, which demands deep mechanistic synthesis across cell types (microglia, astrocytes, neutrophils, monocytes, lymphocytes) and molecular pathways (cytokines, chemokines, complement, inf... | open_scholar_000091 |
Utilitarianism, an ethical theory that prioritizes the greatest good for the largest number of people, provides a strong moral foundation for the argument in favor of polio vaccination. According to utilitarian principles, public health initiatives like polio vaccination should focus on maximizing benefits for society ... | true | Other | social sciences | true | copypaste | Philosophy | Ethics/Moral Philosophy/Applied Ethics | Other | This appears to be a copy-pasted excerpt from an academic text or paper discussing utilitarian ethics in the context of polio vaccination policy. It's not a question or request but rather a complete argumentative paragraph. | [] | I analyzed the query for any personally identifiable information such as names, addresses, phone numbers, SSNs, medical records, or other identifying details. The text discusses utilitarian ethics and polio vaccination in general terms without mentioning any specific individuals, locations, contact information, or othe... | false | 4 | The query invokes application of a normative ethical theory (utilitarianism) to a real-world public-health policy (mandatory polio vaccination against parental resistance), which requires integrating moral reasoning with empirical evidence and legal/political considerations. A rigorous answer must synthesize utilitaria... | open_scholar_000092 |
Studies suggest that confirmation bias (information consistent with beliefs) exacerbates intent to spread disinformation. | true | Other | psychology | true | copypaste | Psychology | Social Psychology/Cognitive Psychology | Other | This appears to be a statement of fact about confirmation bias and disinformation rather than a request for information. It reads like a copy-pasted sentence from an academic paper or research summary. | [] | This query discusses academic concepts about confirmation bias and disinformation spreading without mentioning any specific individuals, contact information, identification numbers, or other personally identifiable information. | false | 4 | The query asks for an assessment of empirical claims—that confirmation bias increases intent to share disinformation—so answering it requires synthesizing interdisciplinary empirical literature rather than a simple definitional reply. Studies differ in design (experimental vs. observational), operationalizations of “co... | open_scholar_000093 |
How to improve the glass transition temperature and mechanical properties of polyimide? | true | Literature Understanding | engineering | true | request | Materials Science | Polymer Chemistry/Polymer Engineering | Information Gathering | This is a clear technical question asking for methods to enhance specific properties of a polymer material, which falls under materials science and polymer chemistry. | [] | The query asks about technical/scientific methods to improve properties of polyimide materials. It contains no personal identifiers, names, contact information, or any data that could identify an individual. | false | 4 | The query asks for ways to increase glass transition temperature and mechanical properties of polyimide, which requires synthesizing chemical-design strategies (monomer selection, rigid/heteroaromatic backbones, copolymerization), network/crosslinking approaches, filler/reinforcement options (nanofillers, fibers, hybri... | open_scholar_000094 |
Phase change material (PCM) candidates for latent heat thermal energy storage (LHTES) in concentrated solar power (CSP) based thermal applications - A review | true | Other | engineering | true | copypaste | Engineering | Thermal Engineering / Solar Energy Engineering / Materials Science | Other | This appears to be a title of a review paper or research article, focusing on phase change materials for thermal energy storage in solar power applications. The structure and formatting suggest this is a copypasted title rather than a user request. | [] | This query is a technical academic title about phase change materials for solar power applications. It contains only scientific and technical terminology with no personal identifying information such as names, addresses, phone numbers, or other personal details. | false | 5 | The query requests a comprehensive review of PCM candidates for latent heat TES in CSP thermal applications, which requires multi-part decomposition (materials classes, temperature ranges, encapsulation, thermal conductivity, cycling stability, corrosion/compatibility, costs, and system integration). It demands substan... | open_scholar_000095 |
Do large language models show Cultural Stereotypes | true | Literature Understanding | computer science | true | request | Computer Science | Artificial Intelligence / Machine Learning Ethics / Natural Language Processing | Information Gathering | This is a clear research question asking about whether large language models exhibit cultural stereotypes, which is a well-defined inquiry in AI ethics and bias research. | [] | The query is asking a general academic question about large language models and cultural stereotypes. It contains no personal information, names, addresses, phone numbers, or any other identifiable information about individuals. | false | 4 | Answering whether large language models exhibit cultural stereotypes requires defining 'cultural stereotypes' operationally, surveying empirical literature and benchmark studies that probe LLM biases, and synthesizing qualitative examples and quantitative measurements. A rigorous response must discuss evaluation method... | open_scholar_000096 |
Research may focus on real-time thermal imaging applications in dynamic environments.
use a tool such as curvelet for feature extraction and then apply some feature slelction method to reduce the time that make the method applicable for real time applications | true | Ideation | computer science | true | request | Computer Science | Computer Vision / Image Processing / Signal Processing | Ideation | This query discusses thermal imaging research with specific technical methods (curvelet transforms, feature extraction/selection) for real-time applications. It appears to be describing a research approach or methodology rather than asking a direct question. | [] | I analyzed the query for any personally identifiable information such as names, addresses, phone numbers, SSN, medical records, etc. The query discusses technical research topics about thermal imaging, curvelet transforms, and feature extraction methods, but contains no information that could identify a specific indivi... | false | 4 | The query asks for a research pipeline that combines curvelet-based feature extraction on thermal imagery in dynamic environments with feature-selection methods to meet real-time constraints. That requires nontrivial synthesis of signal-processing knowledge (curvelet parameters and fast implementations), selection of a... | open_scholar_000097 |
abscissic acid and botrytis cinerea | true | Literature Understanding | biology | true | search terms | Plant Pathology | Plant-Pathogen Interactions / Plant Hormone Biology / Mycology | Information Gathering | This appears to be search terms related to plant pathology, specifically about abscisic acid (a plant hormone) and Botrytis cinerea (a fungal pathogen). The user is likely looking for information about the interaction between these two biological entities. | [] | The query contains only scientific terms - 'abscisic acid' (a plant hormone) and 'Botrytis cinerea' (a fungal pathogen species name). These are biological/scientific terminology and do not contain any personally identifiable information. | false | 4 | The query is terse but invokes a complex, research-level topic: the roles of abscisic acid (ABA) in plant responses to the necrotrophic fungus Botrytis cinerea and possible interactions such as fungal ABA production, hormonal crosstalk (JA/SA/ET), and context-dependent outcomes. A thorough answer requires substantial l... | open_scholar_000098 |
what are the Scientific foundations of physical activity | true | Literature Understanding | sports science | true | request | Exercise Science | Exercise Physiology/Biomechanics/Sports Medicine | Information Gathering | The user is asking about the scientific foundations underlying physical activity, which is a broad request for general knowledge about the scientific basis of exercise and movement. | [] | The query is asking about scientific foundations of physical activity, which is a general academic/research topic. There are no personal identifiers, names, contact information, or any other personally identifiable information present in this query. | false | 4 | The query asks for the "scientific foundations of physical activity," which is broad and requires decomposing multiple domains (exercise physiology, biomechanics, metabolic and molecular mechanisms, cardiovascular and neuromuscular responses, epidemiology, and behavioral science). A thorough answer demands substantial ... | open_scholar_000099 |
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