Datasets:

jimnoneill
/

paper-to-field-training

Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 6 new columns ({'subfield_id', 'topic_name', 'topic_score', 'topic_id', 'openalex_id', 'subfield_name'}) and 3 missing columns ({'openalex_field_name', 'confidence', 'openalex_field_id'}).

This happened while the json dataset builder was generating data using

hf://datasets/jimnoneill/paper-to-field-training/paper_to_field_50k.jsonl (at revision 8dfe9440906589e2afc701a93005e48d30e787c1), [/tmp/hf-datasets-cache/medium/datasets/30030804978660-config-parquet-and-info-jimnoneill-paper-to-field-9afe4cf0/hub/datasets--jimnoneill--paper-to-field-training/snapshots/8dfe9440906589e2afc701a93005e48d30e787c1/paper_to_field_200k_deepseek.jsonl (origin=hf://datasets/jimnoneill/paper-to-field-training@8dfe9440906589e2afc701a93005e48d30e787c1/paper_to_field_200k_deepseek.jsonl), /tmp/hf-datasets-cache/medium/datasets/30030804978660-config-parquet-and-info-jimnoneill-paper-to-field-9afe4cf0/hub/datasets--jimnoneill--paper-to-field-training/snapshots/8dfe9440906589e2afc701a93005e48d30e787c1/paper_to_field_50k.jsonl (origin=hf://datasets/jimnoneill/paper-to-field-training@8dfe9440906589e2afc701a93005e48d30e787c1/paper_to_field_50k.jsonl)]

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1887, in _prepare_split_single
                  writer.write_table(table)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 675, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              openalex_id: string
              title: string
              abstract: string
              topic_id: string
              topic_name: string
              topic_score: double
              subfield_id: string
              subfield_name: string
              field_id: string
              field_name: string
              domain_id: string
              domain_name: string
              to
              {'title': Value('string'), 'abstract': Value('string'), 'field_id': Value('int64'), 'field_name': Value('string'), 'domain_id': Value('int64'), 'domain_name': Value('string'), 'confidence': Value('float64'), 'openalex_field_id': Value('string'), 'openalex_field_name': Value('string')}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1347, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
                  builder.download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 884, in download_and_prepare
                  self._download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1736, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1889, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 6 new columns ({'subfield_id', 'topic_name', 'topic_score', 'topic_id', 'openalex_id', 'subfield_name'}) and 3 missing columns ({'openalex_field_name', 'confidence', 'openalex_field_id'}).
              
              This happened while the json dataset builder was generating data using
              
              hf://datasets/jimnoneill/paper-to-field-training/paper_to_field_50k.jsonl (at revision 8dfe9440906589e2afc701a93005e48d30e787c1), [/tmp/hf-datasets-cache/medium/datasets/30030804978660-config-parquet-and-info-jimnoneill-paper-to-field-9afe4cf0/hub/datasets--jimnoneill--paper-to-field-training/snapshots/8dfe9440906589e2afc701a93005e48d30e787c1/paper_to_field_200k_deepseek.jsonl (origin=hf://datasets/jimnoneill/paper-to-field-training@8dfe9440906589e2afc701a93005e48d30e787c1/paper_to_field_200k_deepseek.jsonl), /tmp/hf-datasets-cache/medium/datasets/30030804978660-config-parquet-and-info-jimnoneill-paper-to-field-9afe4cf0/hub/datasets--jimnoneill--paper-to-field-training/snapshots/8dfe9440906589e2afc701a93005e48d30e787c1/paper_to_field_50k.jsonl (origin=hf://datasets/jimnoneill/paper-to-field-training@8dfe9440906589e2afc701a93005e48d30e787c1/paper_to_field_50k.jsonl)]
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

title string	abstract string	field_id int64	field_name string	domain_id int64	domain_name string	confidence float64	openalex_field_id string	openalex_field_name string
High Prevalence of Vitamin D Deficiency among Pregnant Saudi Women	Vitamin D deficiency has emerged as a public health problem worldwide due to its important role in health and disease. The present work is intended to examine prevalence of vitamin D deficiency among pregnant Saudi women and related risk factors. A cross-sectional study was carried out at King Fahad Medical City in Riy...	27	Medicine	4	Health Sciences	0.85	27	Medicine
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Reaching for a new sense of connection? The sociality of nonreligion in Europe	Our study has examined the nature and diversity of unbelief, practice and social connections amongst nonreligious Millennials in six European countries chosen for their differences – from low nonreligion (Romania, Poland) to high nonreligion (UK, Netherlands), and with a mix of Christian heritages (Orthodox, Lutheran, ...	33	Social Sciences	2	Social Sciences	0.85	33	Social Sciences
Severe pyoderma gangrenosum in association with a flame burn	We herein report a severe case of pyoderma gangrenosum occurring in a burn patient and discuss the possibility of occult complications of this pathological state in daily treatment.	27	Medicine	4	Health Sciences	0.85	27	Medicine
LHD nb1pwr_temporal #79162.1 (analyzed)	Tentative injection power values for BL#1 on NBI (Neutral Beam Injector) Unit 1.	31	Physics and Astronomy	3	Physical Sciences	0.85	22	Engineering
A Novel Matching Pursuit Modeling Strategy Based on Adaptive Fourier Decomposition Theory for Predicting Antigenic Variation of Influenza A (H1N1).	In summary, AFD-based methods represent effective mathematical models for predicting antigenic variations based on HA sequences and serological data, functioning as ensemble algorithms with guaranteed convergence.Following the sequence of indicators specified in <i>I</i>, we perform a series of operations on A<sub>1</s...	17	Computer Science	3	Physical Sciences	0.85	27	Medicine
Risk intelligence: How lessons from folktales/fables contribute to the implementation of risk management in banks	The objective of this article is to outline credit risk in banks and how fables/folktales can provide with life lessons to implement risk management systems that should act as a stop-gate measure. Banking institutions need to show how proactively managing risk becomes a cornerstone to explore opportunities, rather than...	14	Business, Management and Accounting	2	Social Sciences	0.85	14	Business, Management and Accounting
Synthesis of cyclic disulfide peptides: comparison of oxidation methods	Abstract: Seven cyclic disulfide peptides (oxytocin, salmon calcitonin 1-10, CTP, crustacean cardioactive peptide, somatostatin 3-14, [C2•6]-P-endorphin 1-6 and endothelin-P 3-11) were synthesized on soli<:1 phase and cyclized either on the resin, simultaneously with the cleavage from the resin, or in solution after...	16	Chemistry	3	Physical Sciences	0.85	13	Biochemistry, Genetics and Molecular Biology
I beg your pardon? Acoustic behaviour of a wild solitary common dolphin who interacts with harbour porpoises	Kylie is a solitary common dolphin who inhabits a restricted area within the Firth of Clyde (Scotland). She spends most of her time around navigational buoys in the Hunterston/Fairlie channel, where she has been seen interacting with harbour porpoises. Recordings from 2016 and 2017 were used to study her acoustic behav...	28	Neuroscience	1	Life Sciences	0.85	23	Environmental Science
Studies on the attaching behavior of the Lardoglyphus konoi (Acari, Lardoglyphidae) hypopus and its molting into the tritonymph	Hypopi of the lardoglyphid mite, Lardoglyphus konoi (Sasa et Asanuma), reared individually did not molt into tritonymphs. Hypopi, which were mass-reared with adults of their own species, attached to the adults and molted into tritonymphs at a low rate. Molting of mass-reared hypopi occurred also when they were placed o...	11	Agricultural and Biological Sciences	1	Life Sciences	0.95	11	Agricultural and Biological Sciences
AP-1 signaling modulates cardiac fibroblast stress responses	ABSTRACT Matrix remodeling outcomes largely dictate patient survival post myocardial infarction. Moreover, human-restricted noncoding regulatory elements have been shown to worsen fibrosis, but their mechanism of action remains elusive. Here, we demonstrate, using induced pluripotent stem cell-derived cardiac fibroblas...	27	Medicine	4	Health Sciences	0.85	27	Medicine
An overview and methodological assessment of systematic reviews and meta-analyses of enhanced recovery programmes in colorectal surgery	Objectives To identify and critically assess the extent to which systematic reviews of enhanced recovery programmes for patients undergoing colorectal surgery differ in their methodology and reported estimates of effect. Design Review of published systematic reviews. We searched the Cochrane Database of Systematic Revi...	27	Medicine	4	Health Sciences	0.85	27	Medicine
Weather Conditions Conducive for the Early-Season Production and Dispersal of<i>Cercospora beticola</i>Spores in the Great Lakes Region of North America	In many parts of the world including the Great Lakes region of North America, Cercospora leaf spot (CLS), caused by the fungal pathogen Cercospora beticola, is a major foliar disease of sugar beet (Beta vulgaris). Management of CLS involves an integrated approach which includes the application of fungicides. To guide f...	11	Agricultural and Biological Sciences	1	Life Sciences	0.95	13	Biochemistry, Genetics and Molecular Biology
Energy delivery guided by indirect calorimetry in critically ill patients: a systematic review and meta-analysis	Abstract Background: The use of indirect calorimetry (IC) is increasing due to its precision in resting energy expenditure (REE) measurement in critically ill patients. Thus, we aimed to evaluate the clinical outcomes of an IC-guided nutrition therapy compared to predictive equations strategy in such a patient populati...	27	Medicine	4	Health Sciences	0.9	29	Nursing
Peter George Eames	Peter George Eames was a pioneer in the modern management and long term neuropsychiatric care of people with traumatic brain injury. He developed an interest in neurology during his medical training at the London Hospital and then in neuropsychiatry during an early career in the Royal Air Force, when he was posted to C...	27	Medicine	4	Health Sciences	0.85	27	Medicine
Dynamic Behaviors of a Leslie-Gower Ecoepidemiological Model	A Leslie-Gower ecoepidemic model with disease in the predators is constructed and analyzed. The total population is subdivided into three subclasses, namely, susceptible predator, infected predator, and prey population. The positivity, boundness of solutions, and the existence of the equilibria are studied, and the suf...	26	Mathematics	3	Physical Sciences	0.95	27	Medicine
bovine herpesvirus 4	This datasheet on bovine herpesvirus 4 covers Identity, Overview, Distribution, Hosts/Species Affected, Further Information.	34	Veterinary	4	Health Sciences	0.95	27	Medicine
<scp>SLUSH</scp> peptides of the <scp>PSMβ</scp> family enable <i>Staphylococcus lugdunensis</i> to use erythrocytes as a sole source of nutrient iron	Abstract During infection, the host employs nutritional immunity to restrict access to iron. Staphylococcus lugdunensis has been recognized for its ability to utilize host‐derived heme to overcome iron restriction. However, the mechanism behind this process involves the release of hemoglobin from erythrocytes, and the ...	24	Immunology and Microbiology	1	Life Sciences	0.9	13	Biochemistry, Genetics and Molecular Biology
Case Reports of Stevens Johnson Syndrome (SJS) Induced by Chemically Unrelated Drugs	Stevens-Johnson syndrome (SJS) is considered as serious mucocutaneous autoimmune disease which is potentially fatal. It may be initiated by medical treatment or infection and sometimes both may be triggering factors. Skin reactions involving loss of skin and mucus membrane and in severe cases, systemic symptoms may be ...	27	Medicine	4	Health Sciences	0.9	27	Medicine
Hubungan Antara Curah Hujan dan Temperatur dengan Malaria di Kabupaten Sumba Barat Daya Provinsi Nusa Tenggara Timur - Indonesia	Abstract The occurrence of malaria is closely related to enviromental and climatic conditions naturally. The aim of the study was to assess relationship between malaria and rainfall and temperature that can be used in strategy of a suitable malaria control in the area, towards the elimination of malaria in 2030. The st...	27	Medicine	4	Health Sciences	0.85	11	Agricultural and Biological Sciences
2,3′-Anhydro-[l- (6′- O-benzoyl-2′,5′- dideoxy-β-D-glucofuranosyl)thymine], a Versatile Starting Material for Homo - Nucleosides	Abstract The synthesis of 2,3′- anhydro-[l- (6′-0 - benzoyl- 2′,5′- dideoxy-β-D-glucofuranosyl)thymine] 10, a versatile starting material for homo-2′, 3′- dideoxynucleosides is described. 10 is transformed to homo-AZT.	16	Chemistry	3	Physical Sciences	0.95	13	Biochemistry, Genetics and Molecular Biology
Value Penalized Q-Learning for Recommender Systems	Scaling reinforcement learning (RL) to recommender systems (RS) is promising since maximizing the expected cumulative rewards for RL agents meets the objective of RS, i.e., improving customers' long-term satisfaction. A key approach to this goal is offline RL, which aims to learn policies from logged data. However, the...	17	Computer Science	3	Physical Sciences	0.95	18	Decision Sciences
Labor mobility and entrepreneurship: who do new firms employ?	Entrepreneurship is often claimed to be important for generating employment. However, the empirical evidence on the relationship between entrepreneurship is not always convincing. Most of the studies that analyse the relationship between new firm formation and employment growth perform their analysis on cross-country o...	20	Economics, Econometrics and Finance	2	Social Sciences	0.95	20	Economics, Econometrics and Finance
Finite Element Analysis of Reinforced Earth Walls	\nReinforced earth has been applied for different types of load supporting and retaining structures in more confidence throughout the world. In this study, the finite element method is implemented and used to analyze reinforced earth walls. The computer program SIGMA/W is used in the analysis of plane strain problems. ...	22	Engineering	3	Physical Sciences	0.95	22	Engineering
Bridging the Location Gap: Physician Perspectives of Physician - Pharmacist Collaboration in Patient Care (BRIDGE Phase II)	Background: To optimize patient outcomes, the patient-centred medical home model emphasizes comprehensive team-based care. Pharmacists are qualified to enhance appropriate medication use and help improve patient outcomes through provision of medication therapy management (MTM) services. To optimally provide MTM, pharma...	36	Health Professions	4	Health Sciences	0.85	27	Medicine
Guide to mathematical concepts of quantum theory	Guide to mathematical concepts of quantum theory Quantum Theory is one of the pillars of modern science developed over the last hundred years. In this review paper we introduce, step by step, the quantum theory understood as a mathematical model describing quantum experiments. We start with splitting the experiment int...	31	Physics and Astronomy	3	Physical Sciences	0.95	17	Computer Science
Religious Fundamentalism, the Need for Cognitive Closure, and Helping	In this study, the authors investigated the relation of religious fundamentalism (RF) and need for cognitive closure (NCC) on helping. Participants were 161 undergraduates, 99 of whom met inclusion requirements. Helping was assessed by two pairs of vignettes requesting funding allocations. One pair contrasted a religio...	32	Psychology	2	Social Sciences	0.9	33	Social Sciences
Monte Carlo Simulation or Photon Transport Coupled to CAD Object Description	In transmission radiography, information about an object is obtained by irradiating the object and recording the transmitted radiation. The recorded radiation consists of a primary and a scattered component. Conventional models count only for the primary component carrying the information about the object structure. Th...	31	Physics and Astronomy	3	Physical Sciences	0.85	27	Medicine
Specification for Pressure Vessel Plates, Carbon-Manganese-Silicon Steel, for Moderate and Lower Temperature Service	This specification covers three grades, Grades A, B, and C, of carbon-manganese-silicon steel plates intended primarily for service in welded pressure vessels where improved low temperature notch toughness is important. The maximum thickness of plates is limited only by the capacity of the composition to meet the speci...	22	Engineering	3	Physical Sciences	0.95	22	Engineering
A Robust Approach for Road Users Classification Using Motion Cues	This thesis presents a framework that is designed to classify road users into vehicles, cyclists and pedestrians by using the motion cues obtained from their tracks. The road user tracks are obtained using a tracker system such as computer vision techniques. The separate pieces of information are gained from these moti...	17	Computer Science	3	Physical Sciences	0.85	17	Computer Science
Airborne West Nile Virus Infection	SummaryA clinical case of probable West Nile virus infection was associated with exposure to an infectious aerosol emanating from a badly-assembled Waring blendor containing infected material.A monkey, 12 mice and 6 hamsters were infected by exposure to an aerosol containing West Nile virus.	27	Medicine	4	Health Sciences	0.85	27	Medicine
Flavonoid chemical composition and antidiabetic potential of Brachychiton acerifolius leaves extract	Objective: To evaluate Brachychiton acerifolius leaf extracts as antidiabetic potential agent and to identify the main active constituents using bioactivity guided fractionation. Methods: In vitro antioxidant activity was evaluated for B. acerifolius different extracts using DPPH assay and vitamin C as control. Antidia...	30	Pharmacology, Toxicology and Pharmaceutics	1	Life Sciences	0.9	30	Pharmacology, Toxicology and Pharmaceutics
The cognitive aspects of sexual intimacy in dementia patients: a neurophysiological review	Changes in higher-order cognitive behaviors such as reward recognition, salience processing, novelty perception, decision-making, emotional contagion, motivation, and empathy may contribute to intimacy dysfunction. Network circuitry underlying these cognitive functions is often activated in sexually intimate behavior. ...	28	Neuroscience	1	Life Sciences	0.85	27	Medicine
Language Use in Computer-Mediated Communication: The Role of Coordination Devices	Abstract In text-based computer-mediated communication (CMC), people's language use and task performance can be affected by whether explicit coordination devices (e.g., a turn marker) are available. Analyses of 37 dialogues that emerged in text-based, CMC environments support Clark's (1996, 1997) proposal that a commun...	17	Computer Science	3	Physical Sciences	0.85	12	Arts and Humanities
Mechanistic Investigations of the Catalytic Formation of Lactams from Amines and Water with Liberation of H<sub>2</sub>	The mechanism of the unique lactam formation from amines and water with concomitant H2 liberation with no added oxidant, catalyzed by a well-defined acridine-based ruthenium pincer complex was investigated in detail by both experiment and DFT calculations. The results show that a dearomatized form of the initial comple...	16	Chemistry	3	Physical Sciences	0.95	16	Chemistry
Gradually, then suddenly: Singapore’s journey towards sustainable medicine	INTRODUCTION Healthcare systems around the world are built on a foundational but unstated assumption that the environment and the climate in which they operate will not change. With the global average temperature now at about 1.45°C above the preindustrial levels,[1] this has turned out to be a poor assumption, with di...	36	Health Professions	4	Health Sciences	0.85	23	Environmental Science
The role of hurricane exposure and life disruption as predictors of child post-traumatic stress symptomatology following hurricane Katrina	While many children emotionally recover following a disaster (Salzer & Bickman, 1999), possibly one-third of children will experience significant psychological distress or post-traumatic stress symptoms which cause interference with their daily school and home functioning (Vernberg, La Greca, Silverman, & Prins...	32	Psychology	2	Social Sciences	0.85	32	Psychology
The Organization of <i>WAQF</i> Documents in Cairo	Waqf documents in Cairo form an invaluable yet relatively unexploited source of Egyptian history for the last six centuries. In a body of records of immense value for the quality of their content as well as their number is to be found data of great significance for virtually the entire spectrum of the extended social s...	33	Social Sciences	2	Social Sciences	0.85	33	Social Sciences
Apigenin Suppresses Angiogenesis by Inhibiting Tube Formation and Inducing Apoptosis	Apigenin has been reported to exert angiogenic and anticancer activities in vitro. The mechanism of inhibition of angiogenesis by apigenin, however, has not been well-established. In this study, we investigated whether apigenin not only inhibited tube formation but also induced apoptosis in human umbilical vein endothe...	30	Pharmacology, Toxicology and Pharmaceutics	1	Life Sciences	0.85	13	Biochemistry, Genetics and Molecular Biology
Memory belief is weak	Abstract Recently there has been extensive debate over whether “belief is weak”, viz, whether the epistemic standard for belief is lower than for assertion or knowledge. While most current studies focus on notions such as “ordinary belief” and “outright belief”, this paper purports to advance this debate by investigati...	12	Arts and Humanities	2	Social Sciences	0.85	12	Arts and Humanities
Comprehensive study of the off-axis mechanical behaviors of a Polytetrafluoroethylene‐ coated fabric after 23 Years of service at Shanghai stadium	Coated fabrics can experience mechanical performance degradation due to environmental factors and long-term stress during service. Hence, studying the mechanical behaviors of these materials after aging is crucial. While PTFE (polytetrafluoroethylene)-coated fabrics are more commonly used than PVC (polyvinyl chloride)-...	25	Materials Science	3	Physical Sciences	0.85	25	Materials Science
Analisis Isi Pesan Dakwah Ustadz Das’ad Latif Dalam Chanel Youtube @Das’adlatif	This research is motivated by the rapid development of technology in the field of social media so that preachers use it to deliver their da'wah. Youtube is one of the social media that is loved by many people, including the younger generation who use YouTube to find the information they need, including da'wah content. ...	12	Arts and Humanities	2	Social Sciences	0.85	33	Social Sciences
Stability of Urokinase in Sodium Cefalotin Preparations	Stability of urokinase (UM) in sodium cefalotin preparations (CET) was investigated in terms of the agent's appearance, change of pH, and activity as determined by fibrin-plate Method and Chandler's Loop method. Electrophoresis was also used in the same study. The results are summarized as follows:1) UM activity was si...	30	Pharmacology, Toxicology and Pharmaceutics	1	Life Sciences	0.9	13	Biochemistry, Genetics and Molecular Biology
Social and environmental factors influencing drug promotion in Ethiopia	Drug promotion influences physicians in such a way that they have a tendency for irrational prescribing, preference for newer, more expensive drugs and an inability to identify incorrect claims about drug products. Therefore, this study assessed interactions of drug promoters and physicians and its effect on prescribin...	36	Health Professions	4	Health Sciences	0.85	30	Pharmacology, Toxicology and Pharmaceutics
Metalloproteinases ADAM12 and MMP‐14 are associated with cavernous sinus invasion in pituitary adenomas	Invasion of tumor cells critically depends on cell‐cell or cell‐extracellular matrix interactions. Enzymes capable of modulating these interactions belong to the proteinase families of ADAM (a disintegrin and metalloprotease) and MMP (matrix metalloprotease) proteins. Our objective is to examine their expression levels...	27	Medicine	4	Health Sciences	0.9	13	Biochemistry, Genetics and Molecular Biology
Localized Effects of Tornado Damage on Ground Beetle Communities and Vegetation in a Forested Preserve	Natural disturbances, such as tornados, can alter local habitat conditions and have the potential to affect animal communities in preserves. When such disturbances occur in natural areas, understanding these effects can help land managers develop responses and restoration actions following a disturbance. The effects of...	11	Agricultural and Biological Sciences	1	Life Sciences	0.9	23	Environmental Science
Review article Nutrition, ageing and ill health	There are physical, mental, social and environmental changes which take place with ageing; for example, decreased physical activity, increase in body fat, decrease in lean body mass and consequently decreased energy intake may be associated with physiological functions that affect metabolism, nutrient intake, physical ...	27	Medicine	4	Health Sciences	0.85	27	Medicine
Overload for ASD Applications-how much is required?	This paper lists various factors that define the continuous rating of an adjustable-speed drive (ASD). Operating scenarios are discussed that lead to requirements for temporary overload capability. Specification of ASD overloads is addressed along with methods that can be employed to avoid overloads. Common industrial ...	22	Engineering	3	Physical Sciences	0.95	22	Engineering
A smart rechargeable battery management system	A BA2000 application with its machine is a Battery Analyzer application that can monitor a battery cell using the machine and calculate the battery cell's entropy and enthalpy. Since currently there is a upgraded machine called BA3000, we would like to replace BA2000 machine with BA3000 machine for our normal operation...	17	Computer Science	3	Physical Sciences	0.85	12	Arts and Humanities
Biological control of chestnut blight. Detection, identification and characterization of the Hypovirus - CHV1.	O cancro do castanheiro é provocado pelo fungo Cryphonectria parasitica é considerado a principal causa do declínio dos castanheiros na Europa. C. parasitica é um ascomiceta (Diaporthales) nativo do continente asiático. A infeção do castanheiro manifesta-se pelo aparecimento de necroses extensas na casca dos ramos e tr...	11	Agricultural and Biological Sciences	1	Life Sciences	0.9	13	Biochemistry, Genetics and Molecular Biology
A NEW SPECIES OF ANGUSTIBRACON QUICKE (HYMENOPTERA: BRACONIDAE:BRACONINAE) FROM GUANGXI, CHINA	This paper describes a new species of braconids, which belongs to the genus Angustibracon Quicke, 1987. The type specimen is kept in the Hunan Agricultural College.1. Angustibracon maculiabdominis sp. nov. (Figs. 1-6)This new species may be distinguished from Angustibracon leptogaster (Cameron) in: flagellum with 74 se...	11	Agricultural and Biological Sciences	1	Life Sciences	0.95	13	Biochemistry, Genetics and Molecular Biology
Production and body composition traits of broilers in relation to breast weight evaluated by path analysis	Breast weight has great economic importance in poultry industry, and may be associated with other variables. This work aimed to estimate phenotypic correlations between performance (live body weight at 7 and 28 days, and at slaughter, and depth of the breast muscle measured by ultrasonography), carcass (eviscerated bod...	11	Agricultural and Biological Sciences	1	Life Sciences	0.95	11	Agricultural and Biological Sciences
Oculocerebral syndrome with hypopigmentation (Cross syndrome): the mixed pattern of hair pigmentation as an important diagnostic sign.	The present report describes two female siblings of mixed ancestry (Cape Coloured) with consanguineous parents as further examples of Cross oculocerebral hypopigmentation syndrome. The mixed pattern of hair pigmentation as an important diagnostic sign is emphasized.	27	Medicine	4	Health Sciences	0.9	13	Biochemistry, Genetics and Molecular Biology
A More Efficient Conceptual Design Process Using the RAGE Geometry Modeler	A case is made that introducing CAD-based geometry prematurely in the aircraft design process actually hinders multidisciplinary design. Consequently, a design process which allows a designer to quickly build and analyze aerospace configurations without CAD or computational meshing specialists is proposed. This allows ...	22	Engineering	3	Physical Sciences	0.85	22	Engineering
Introducing Traceability in GitHub for Medical Software Development	Assuring traceability from requirements to implementation is a key element when developing safety critical software systems. Traditionally, this traceability is ensured by a waterfall-like process, where phases follow each other, and tracing between different phases can be managed. However, new software development par...	17	Computer Science	3	Physical Sciences	0.85	17	Computer Science
Corporate Social Responsibility (CSR) and Risk Taking: Evidence from Indonesia	In this paper, we investigate the effect of Corporate Social Responsibility (CSR) on risk taking in Indonesia. We hand collect CSR and other corporate governance data from 2016-2017 for publicly listed firms on the Indonesian Stock Exchange (IDX). The results, based on 820 firm-year observations, suggest that CSR activ...	14	Business, Management and Accounting	2	Social Sciences	0.95	14	Business, Management and Accounting
Examples of Nonnormal Seminormal Operators whose Spectra are not Spectral Sets	An example is given of a nonnormal seminormal operator on a Hilbert space whose spectrum is thin (in the sense of von Neumann) and is therefore not a spectral set. It is shown that every nonnormal subnormal operator is the limit of a sequence of hyponormal and nonsubnormal operators.	26	Mathematics	3	Physical Sciences	0.95	26	Mathematics
The EpiDiverse Plant Epigenome-Wide Association Studies (EWAS) Pipeline	Bisulfite sequencing is a widely used technique for determining DNA methylation and its relationship with epigenetics, genetics, and environmental parameters. Various techniques were implemented for epigenome-wide association studies (EWAS) to reveal meaningful associations; however, there are only very few plant studi...	13	Biochemistry, Genetics and Molecular Biology	1	Life Sciences	0.85	13	Biochemistry, Genetics and Molecular Biology
Global spirituality and the global fitness framework	Global problems are currently not being solved, much hot air having been generated about global warming. Fantastic amounts of time and energy have been put into discussing the fact that ‘something must be done’. Piecemeal solutions have been proposed, but rarely enacted. \n \nSolving global problems requires g...	33	Social Sciences	2	Social Sciences	0.85	33	Social Sciences
Re: Risk of ultrasound-detected neonatal brain abnormalities in intrauterine growth-restricted fetuses born between 28 and 34 weeks' gestation: relationship with gestational age at birth and fetal Doppler parameters. R. Cruz-Martinez, V. Tenorio, N. Padil	Linked Comment: Ultrasound Obstet Gynecol 2015; 46: 452–459 Both prematurity and early-onset fetal growth restriction (FGR) have been associated with brain lesions and childhood neurocognitive dysfunction1, 2. This work compares their importance, proposing a protocol based on fetal hemodynamics to avoid neurological mo...	27	Medicine	4	Health Sciences	0.95	27	Medicine
SARANA PENGEMBANGAN MODE STREETWEAR DI JAKARTA	Along with the rapid development of the creative fashion industry in Indonesia, fashion designers are required to be more creative to compete internationally. Streetwear has become a fashion stream loved by millennials & gen-z in the city of Jakarta. Lack of space to accommodate their creativity in the city of Jaka...	33	Social Sciences	2	Social Sciences	0.7	33	Social Sciences
Moral dilemmas and trust in leaders during a global health crisis	Trust in leaders is central to citizen compliance with public policies. One potential determinant of trust is how leaders resolve conflicts between utilitarian and non- utilitarian ethical principles in moral dilemmas. Past research suggests that utilitarian responses to dilemmas can both erode and enhance trust in lea...	32	Psychology	2	Social Sciences	0.85	28	Neuroscience
Incorporating household production into the National Transfer Accounts for Slovenia	The National Transfer Accounts (NTA) have recently been developed to measure economic flows across age groups. In this article, we extend the NTA for Slovenia by including the value of unpaid household production. Based on time-use data, we discover that people in Slovenia spent even more time on household production t...	33	Social Sciences	2	Social Sciences	0.85	33	Social Sciences
Ripples in a pond	In the face of heightened awareness of terrorism, however it is defined, the challenges for social work are legion. Social work roles may include working with the military to ensure the well-being of service-men and women and their families when bereaved or injured, as well as being prepared to support the public withi...	33	Social Sciences	2	Social Sciences	0.85	32	Psychology
The COVID-19 Pandemic and Its Impact on Violent Extremist Movement in the Philippines	The Indo-Pacific region has been particularly hard-hit by the COVID-19 pandemic. The Philippines in particular has been disproportionately impacted by pandemic conditions. In addition to already grinding levels of economic inequality, the pandemic brings new and unwelcome challenges to an already fragile state. The cou...	33	Social Sciences	2	Social Sciences	0.85	33	Social Sciences
Performance and Return to Sport Following Latissimus Dorsi and Teres Major Tears in Professional Baseball Pitchers	PURPOSE: Determine the performance and return to sport (RTS) rate in professional baseball pitchers following LD/TM tears treated operatively and non-operatively, and to compare RTS rate and performance between pitchers who sustained a LD/TM tear and matched controls. The authors hypothesize there is a high RTS rate in...	27	Medicine	4	Health Sciences	0.85	27	Medicine
Single Adult Kidney Stem/Progenitor Cells Reconstitute Three-Dimensional Nephron Structures In Vitro	Abstract The kidneys are formed during development from two distinct primordial tissues, the metanephric mesenchyme and the ureteric bud. The metanephric mesenchyme develops into the kidney nephron, the minimal functional unit of the kidney. A nephron consists of several segments and regulates water, electrolyte, and a...	13	Biochemistry, Genetics and Molecular Biology	1	Life Sciences	0.85	13	Biochemistry, Genetics and Molecular Biology

End of preview.

Paper-to-Field Training Dataset (v3 — DeepSeek-annotated)

~200K domain-balanced scientific paper abstracts with DeepSeek-verified field labels, sourced from OpenAlex bulk data.

Dataset Details

Size: 199,998 records
Balance: ~50,000 per domain (Life Sciences, Social Sciences, Physical Sciences, Health Sciences)
Label source: DeepSeek LLM re-annotation of OpenAlex field labels (original OpenAlex labels ~50% noisy)
Confidence filter: DeepSeek confidence >= 0.7 recommended for training
Format: JSONL

Fields

Field	Description
`title`	Paper title
`abstract`	Full abstract text
`field_id`	DeepSeek-assigned field ID (26 fields)
`field_name`	DeepSeek-assigned field name
`domain_id`	Domain ID (4 domains)
`domain_name`	Domain name
`confidence`	DeepSeek classification confidence (0-1)
`openalex_field_id`	Original OpenAlex field ID
`openalex_field_name`	Original OpenAlex field name

Usage

from datasets import load_dataset
ds = load_dataset("jimnoneill/paper-to-field-training")

Downloads last month: 29

Total file size:

387 MB

Models trained or fine-tuned on jimnoneill/paper-to-field-training

jimnoneill/paper-to-field

Text Classification • 0.3B • Updated Mar 3 • 2