{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":20,"total_is_capped":false,"direct_labels_cover":1,"predictions_cover":20,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"59a86b44743f","filters":{"venue":"Frontiers in Research Metrics and Analytics"}},"results":[{"id":"W4377565371","doi":"10.3389/frma.2023.1173805","title":"Indigenous Peoples' Rights in Data: a contribution toward Indigenous Research Sovereignty","year":2023,"lang":"en","type":"article","venue":"Frontiers in Research Metrics and Analytics","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":93,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University; McMaster University","funders":"Ministry for Business Innovation and Employment; Udall Foundation","keywords":"Indigenous; Sovereignty; Food sovereignty; Context (archaeology); Political science; Sociology; Political economy; Law; Geography; Politics; Ecology; Food security","authors":[{"name":"Māui Hudson","is_ca":false},{"name":"Stephanie Russo Carroll","is_ca":false},{"name":"Jane Anderson","is_ca":false},{"name":"Darrah Blackwater","is_ca":false},{"name":"Felina M. Cordova-Marks","is_ca":false},{"name":"J. S. Cummins","is_ca":false},{"name":"Dominique David-Chavez","is_ca":false},{"name":"Adam Fernandez","is_ca":false},{"name":"Ibrahim Garba","is_ca":false},{"name":"Danielle Hiraldo","is_ca":false},{"name":"Mary Beth Jäger","is_ca":false},{"name":"Lydia L. Jennings","is_ca":false},{"name":"Andrew Martinez","is_ca":false},{"name":"Rogena Sterling","is_ca":false},{"name":"Jennifer Walker","is_ca":true},{"name":"Robyn Rowe","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2219599032977758,"gpt":0.4786662566151554,"spread":0.2567063533173796,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.03630329,0.0001796228,0.0004717479,0.007495351,0.006921336,0.000411844,0.001293739,0.0004513789,0.00002125526],"category_scores_gemma":[0.001248535,0.000162342,0.00004585873,0.01929533,0.0009285288,0.0004762382,0.0000709672,0.001586332,0.00005572076],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001809225,"about_ca_system_score_gemma":0.01864146,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2474232,"about_ca_topic_score_gemma":0.6541184,"domain_scores_codex":[0.9907583,0.002546827,0.0006161593,0.0008077266,0.00270243,0.002568559],"domain_scores_gemma":[0.9955909,0.001964035,0.000103212,0.0006904435,0.00113775,0.0005137079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001122077,0.0008151085,0.1582,0.0002854456,0.00008171289,0.0003378304,0.6330321,0.00004690032,9.179518e-7,0.1908264,0.01192465,0.00433671],"study_design_scores_gemma":[0.001247533,0.0002738971,0.02346708,0.0001549802,0.00001836449,0.000002922528,0.09060609,0.003228116,0.00002568619,0.1204423,0.7600149,0.0005181023],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9643173,0.005574755,0.0004507476,0.000772994,0.001366761,0.002811739,0.0002133693,0.00009088371,0.02440142],"genre_scores_gemma":[0.8897083,0.1040491,0.0005582363,0.00001144047,0.0005313098,0.00001750393,0.0002887313,0.00002185358,0.004813449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7480902,"threshold_uncertainty_score":0.9943715,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3135357749","doi":"10.3389/frma.2021.614013","title":"Epistemic Corruption, the Pharmaceutical Industry, and the Body of Medical Science","year":2021,"lang":"en","type":"article","venue":"Frontiers in Research Metrics and Analytics","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":48,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Language change; Legitimacy; Pharmaceutical industry; Odds; Epistemic community; Medical science; Conflict of interest; Business; Political science; Public relations; Law and economics; Sociology; Epistemology; Law; Computer science; Politics; Medicine; Philosophy","authors":[{"name":"Sergio Sismondo","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.645219386561901,"gpt":0.645412796935346,"spread":0.0001934103734450021,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.02595402,0.0001539713,0.000388212,0.0005502606,0.000833107,0.0001041888,0.0008046645,0.0007713088,0.0002142343],"category_scores_gemma":[0.00916873,0.00009593352,0.00005786388,0.004832167,0.008780925,0.0001057788,0.0007448305,0.007407377,0.000002751738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001231982,"about_ca_system_score_gemma":0.001166377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005611032,"about_ca_topic_score_gemma":0.00001025975,"domain_scores_codex":[0.9942538,0.00231376,0.0005624763,0.0004316121,0.001618154,0.0008202135],"domain_scores_gemma":[0.9948378,0.00328214,0.00009411825,0.0003094392,0.0007104137,0.0007660963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001088504,0.0008234987,0.5884051,0.0006184542,0.0003937658,0.0005001499,0.001728527,0.0001191375,0.001050524,0.2361995,0.03080986,0.1382631],"study_design_scores_gemma":[0.01007299,0.0001882616,0.02396829,0.0002122264,0.0003353212,0.0002505825,0.01100474,0.7106615,0.01104957,0.02600881,0.205768,0.0004798063],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7285944,0.04963561,0.001338909,0.2109223,0.002407238,0.001118924,0.00008495776,0.00002963685,0.005868035],"genre_scores_gemma":[0.9719539,0.02527511,0.0001251974,0.001959247,0.0001830063,0.00001998588,0.000002800132,0.00001003396,0.0004707295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7105423,"threshold_uncertainty_score":0.9991775,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2936715908","doi":"10.3389/frma.2019.00002","title":"Editorial: Mining Scientific Papers: NLP-enhanced Bibliometrics","year":2019,"lang":"en","type":"editorial","venue":"Frontiers in Research Metrics and Analytics","topic":"Biomedical Text Mining and Ontologies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":37,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Montréal","funders":"Deutscher Akademischer Austauschdienst; Department of Science and Technology, Ministry of Science and Technology, India","keywords":"Bibliometrics; Library science; Front (military); Geography; Data science; History; Computer science","authors":[{"name":"Iana Atanassova","is_ca":true},{"name":"Marc Bertin","is_ca":true},{"name":"Philipp Mayr","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07409031425835062,"gpt":0.4044010460789305,"spread":0.3303107318205799,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","bibliometrics","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.007395571,0.0004160543,0.0007923582,0.01398771,0.0003020084,0.0007337843,0.001114313,0.002535151,0.000006954014],"category_scores_gemma":[0.03604998,0.0003832955,0.0001770763,0.01948317,0.001096122,0.00001007465,0.0008876004,0.001903309,0.000009076994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001805128,"about_ca_system_score_gemma":0.001250972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004323528,"about_ca_topic_score_gemma":0.00002514666,"domain_scores_codex":[0.9932722,0.0003719862,0.0006211277,0.001413092,0.003151519,0.001170106],"domain_scores_gemma":[0.9959541,0.00119764,0.0002276111,0.0009073794,0.001363613,0.0003496803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000702455,0.00008431769,0.0007619973,0.0002013077,0.0001133079,0.000008292918,0.00004107602,0.000009031306,0.0004900218,0.00000313412,0.9671426,0.03107467],"study_design_scores_gemma":[0.0008090625,0.0005772045,0.0000334236,0.0001370283,0.00003813004,4.059899e-7,0.0006127045,0.0004032339,0.0003330052,0.0001095329,0.9965058,0.0004404519],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.001128326,0.01728821,0.001931889,0.00006751625,0.9777,0.0002897386,0.000204834,0.0000206707,0.001368797],"genre_scores_gemma":[0.002056991,0.02537539,0.007599588,0.00001662215,0.9528287,0.00003005552,0.0008840338,0.00008947949,0.01111911],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03063422,"threshold_uncertainty_score":0.9998619,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3136394449","doi":"10.3389/frma.2021.655350","title":"What Constitutes Authorship in the Social Sciences?","year":2021,"lang":"en","type":"article","venue":"Frontiers in Research Metrics and Analytics","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Citation; Globe; Promotion (chess); Task (project management); Sociology; Public relations; Social science; Data science; Political science; Computer science; Psychology; Library science; Law","authors":[{"name":"Gernot Pruschak","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.8782653950798424,"gpt":0.6831072878673955,"spread":0.1951581072124469,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","bibliometrics","scholarly_communication"],"consensus_categories":["metaresearch","bibliometrics"],"category_scores_codex":[0.1331846,0.0001520601,0.0004434407,0.08425694,0.0009606196,0.01152122,0.002902703,0.0002091299,0.00005575275],"category_scores_gemma":[0.121968,0.00009788893,0.0001171364,0.4350367,0.001862228,0.001086224,0.001043155,0.001350757,0.00002173038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002151781,"about_ca_system_score_gemma":0.0009248109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008786583,"about_ca_topic_score_gemma":0.0001189301,"domain_scores_codex":[0.9807292,0.002426967,0.000804219,0.00100332,0.01374,0.001296353],"domain_scores_gemma":[0.9826201,0.01327378,0.000140777,0.0006372539,0.003042425,0.000285698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001615298,0.0003415504,0.6737304,0.00001743318,0.0000164927,0.0004735395,0.001444162,0.00008053734,0.00002448684,0.03952383,0.1013455,0.182986],"study_design_scores_gemma":[0.00147054,0.0002859976,0.2242852,0.00007887564,0.00001252751,0.00003625622,0.1082067,0.1063682,0.0002898672,0.4205061,0.1379077,0.0005520326],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7859908,0.07710508,0.02387254,0.06209301,0.005063211,0.001164689,0.00006635121,0.00002744035,0.04461687],"genre_scores_gemma":[0.9837988,0.01015263,0.003895428,0.0003518559,0.0001206376,0.00001266826,0.000003601413,0.000007844225,0.001656524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4494451,"threshold_uncertainty_score":0.9895049,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4366207761","doi":"10.3389/frma.2023.1152535","title":"Multi-task learning to detect suicide ideation and mental disorders among social media users","year":2023,"lang":"en","type":"article","venue":"Frontiers in Research Metrics and Analytics","topic":"Mental Health via Writing","field":"Psychology","cited_by":20,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; Georgetown University","keywords":"Suicidal ideation; Mental illness; Mental health; Psychology; Generalizability theory; Social media; Classification of mental disorders; Suicide prevention; Poison control; Psychiatry; Clinical psychology; Computer science; Medicine; Prevalence of mental disorders; Developmental psychology; Medical emergency","authors":[{"name":"Prasadith Buddhitha","is_ca":true},{"name":"Diana Inkpen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1757060750955331,"gpt":0.4782404244055295,"spread":0.3025343493099963,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003734799,0.0001305639,0.00025447,0.002756607,0.0004584712,0.0000922113,0.0001547459,0.0001445715,0.00001476888],"category_scores_gemma":[0.001886622,0.0001422769,0.00003433113,0.004409664,0.0002134668,0.0000909935,0.0002065472,0.0006914749,0.00001823064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002265681,"about_ca_system_score_gemma":0.00003073394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000583542,"about_ca_topic_score_gemma":0.0008294498,"domain_scores_codex":[0.9973785,0.0004621556,0.0003314073,0.0004295817,0.0006098751,0.000788521],"domain_scores_gemma":[0.9987403,0.0007391688,0.00006199798,0.0001125031,0.00006703999,0.0002789758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004945201,0.0000272692,0.7908922,0.0000592161,0.00003391875,0.00002291665,0.006225859,0.00003841628,0.00004815976,0.00006846588,0.006990987,0.1955431],"study_design_scores_gemma":[0.001379469,0.0001759304,0.8912367,0.00005160512,0.00001253892,0.000001073594,0.04918952,0.05429692,0.0000200315,0.0008542046,0.002544374,0.0002376614],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941618,0.001137394,0.002519205,0.0006135987,0.0005083154,0.0004909229,0.00002282284,0.00004957912,0.0004963637],"genre_scores_gemma":[0.994673,0.001127091,0.003327403,0.00003684968,0.00008179001,0.00004246563,0.00003754332,0.00003223214,0.0006416378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1953055,"threshold_uncertainty_score":0.5801883,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4223419753","doi":"10.3389/frma.2022.814600","title":"Perspectives on Gender in Science, Technology, and Innovation: A Review of Sub-Saharan Africa's Science Granting Councils and Achieving the Sustainable Development Goals","year":2022,"lang":"en","type":"review","venue":"Frontiers in Research Metrics and Analytics","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Core Research for Evolutional Science and Technology; National Commission for Science and Technology; National Science and Technology Council; Ministry of Environment; National Research Foundation; International Development Research Centre; Fonds National de la Recherche Luxembourg; Universiteit Stellenbosch; Department for International Development, UK Government; Tanzania Commission for Science and Technology; Michigan State University","keywords":"Gender mainstreaming; Economic growth; Sustainable development; Political science; Inequality; Gender equality; Curriculum; Sociology; Economics; Gender studies","authors":[{"name":"José Jackson","is_ca":false},{"name":"Jane Payumo","is_ca":false},{"name":"Amy Jamison","is_ca":false},{"name":"Michael Conteh","is_ca":false},{"name":"Petronella Chirawu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2914221289625409,"gpt":0.4434817437131254,"spread":0.1520596147505845,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","bibliometrics","sts"],"consensus_categories":["metaresearch","bibliometrics","sts"],"category_scores_codex":[0.04199456,0.0001659664,0.0007014447,0.01629327,0.002229712,0.0002959301,0.0008626741,0.0001010532,0.000005285575],"category_scores_gemma":[0.01228981,0.0001294894,0.00003397594,0.07895944,0.00471694,0.0002664564,0.001010877,0.0008047859,1.480646e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001660444,"about_ca_system_score_gemma":0.005132805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006986513,"about_ca_topic_score_gemma":0.00001423461,"domain_scores_codex":[0.9954873,0.0003074381,0.0004953661,0.0005970318,0.002381051,0.000731845],"domain_scores_gemma":[0.9978502,0.0005485093,0.0002316544,0.0002157982,0.001062259,0.00009153987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006759045,0.00009359443,0.01056351,0.01488875,0.00005409189,0.00004565721,0.01642976,4.161894e-7,4.560809e-7,0.07053073,0.001737961,0.8856483],"study_design_scores_gemma":[0.0001158364,0.0000271179,0.0005705735,0.004229634,0.00003385165,0.000001291757,0.06088435,0.00001402108,7.566954e-7,0.001086406,0.9328436,0.0001925461],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001319619,0.9917282,0.00003224824,0.0002451345,0.00006450448,0.0008668634,0.00000422579,0.0000069067,0.005732252],"genre_scores_gemma":[0.002173496,0.9966864,0.0007908612,0.00001232239,0.00001168179,0.00002848595,0.000001609704,0.000006296066,0.0002888582],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9311057,"threshold_uncertainty_score":0.9990693,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3164016997","doi":"10.3389/frma.2021.683212","title":"Profiling COVID-19 Genetic Research: A Data-Driven Study Utilizing Intelligent Bibliometrics","year":2021,"lang":"en","type":"article","venue":"Frontiers in Research Metrics and Analytics","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Australian Research Council; University of Technology Sydney; University of Sydney","keywords":"Pandemic; Bibliometrics; Public health; Biology; Human genetics; Disease; Political science; Evolutionary biology; Genetics; Coronavirus disease 2019 (COVID-19); Gene; Infectious disease (medical specialty); Medicine; Library science; Computer science","authors":[{"name":"Mengjia Wu","is_ca":false},{"name":"Yi Zhang","is_ca":false},{"name":"Mark Grosser","is_ca":false},{"name":"Steven Tipper","is_ca":false},{"name":"Deon J. Venter","is_ca":false},{"name":"Hua Lin","is_ca":false},{"name":"Jie Lü","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.609732203422397,"gpt":0.55750781381103,"spread":0.05222438961136699,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","bibliometrics","research_integrity"],"consensus_categories":["bibliometrics"],"category_scores_codex":[0.02098289,0.0003109307,0.0008875504,0.04252788,0.0006230147,0.000711198,0.001340311,0.0002886392,0.00001603953],"category_scores_gemma":[0.05605588,0.0002904416,0.0001168635,0.1053932,0.0007556208,0.0002320533,0.003164656,0.003031059,0.00002386683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001224906,"about_ca_system_score_gemma":0.004322508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005935032,"about_ca_topic_score_gemma":0.0001804187,"domain_scores_codex":[0.9881395,0.00191391,0.0009491622,0.001704498,0.005441329,0.001851594],"domain_scores_gemma":[0.9909534,0.003188494,0.0000977356,0.00230141,0.002739008,0.0007198987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002502034,0.001745238,0.9428656,0.0006711295,0.0003238939,0.00503855,0.0005579851,0.000030017,0.0004985013,0.0001876838,0.01361388,0.03421737],"study_design_scores_gemma":[0.007497513,0.003213713,0.03155641,0.0003467113,0.000297302,0.0002027234,0.08995144,0.4738071,0.006587509,0.00386623,0.3816337,0.001039677],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9113686,0.0473001,0.03211575,0.001838148,0.0005659771,0.003410865,0.0001270175,0.0001005623,0.003173002],"genre_scores_gemma":[0.9563984,0.007841585,0.03159905,0.003146372,0.0003869139,0.0001165761,0.00006836161,0.0001162831,0.0003264528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9113091,"threshold_uncertainty_score":0.9999548,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4321375960","doi":"10.3389/frma.2023.1040823","title":"Factors that affect scientific publication in Africa—A gender perspective","year":2023,"lang":"en","type":"article","venue":"Frontiers in Research Metrics and Analytics","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal; Université du Québec à Montréal","funders":"Robert Bosch Stiftung; International Development Research Centre","keywords":"Productivity; Affect (linguistics); Workload; Psychology; Publication; Perspective (graphical); Demographic economics; Demography; Sociology; Political science; Economic growth; Economics; Management; Law","authors":[{"name":"Catherine Beaudry","is_ca":true},{"name":"Heidi Prozesky","is_ca":false},{"name":"Carl St-Pierre","is_ca":true},{"name":"Seyed Reza Mirnezami","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.9005667755092183,"gpt":0.6405828413056083,"spread":0.25998393420361,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","bibliometrics","scholarly_communication"],"consensus_categories":["metaresearch","bibliometrics"],"category_scores_codex":[0.09407753,0.0002141721,0.000523005,0.3070858,0.0005528959,0.006340838,0.00236286,0.0002299368,0.00007655346],"category_scores_gemma":[0.144784,0.0001568957,0.00014274,0.5733274,0.0007927582,0.000911753,0.001328601,0.001057863,0.0001020648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009453912,"about_ca_system_score_gemma":0.0004668001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002167339,"about_ca_topic_score_gemma":0.00008189255,"domain_scores_codex":[0.9810281,0.001054314,0.0007162192,0.001521955,0.0139318,0.001747609],"domain_scores_gemma":[0.9845327,0.00832067,0.0001694684,0.001031037,0.005266333,0.0006798491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001060449,0.0001335883,0.8612126,0.00001013086,0.00001585245,0.0000282498,0.001075093,0.00006928319,0.00003061277,0.003205867,0.1172557,0.01695237],"study_design_scores_gemma":[0.0005548933,0.0001040737,0.7341806,0.00001127366,0.000004171829,6.427093e-7,0.02832258,0.1388756,0.0001567591,0.0778896,0.01963419,0.0002656764],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.958598,0.006819195,0.008821474,0.003167757,0.001799077,0.001085145,0.000115146,0.00007248885,0.01952168],"genre_scores_gemma":[0.9909064,0.001314495,0.0007379226,0.00001174445,0.00003269694,0.00002279861,0.00001767011,0.00001910038,0.006937185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2662416,"threshold_uncertainty_score":0.9946907,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3157597133","doi":"10.3389/frma.2021.690986","title":"Editorial: Research Collaboration and Networks: Characteristics, Evolution and Trends","year":2021,"lang":"en","type":"editorial","venue":"Frontiers in Research Metrics and Analytics","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"Front (military); Political science; Sociology; Regional science; Geography","authors":[{"name":"Isola Ajiferuke","is_ca":true},{"name":"María Cláudia Cabrini Grácio","is_ca":false},{"name":"Siluo Yang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04790278340136361,"gpt":0.4142491308747895,"spread":0.3663463474734259,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.008136649,0.0003533504,0.000955351,0.004552332,0.0005367797,0.001207202,0.0003395416,0.0007212544,0.00001699166],"category_scores_gemma":[0.001876675,0.0003727278,0.00008172812,0.00858041,0.0006060205,0.0002025852,0.0007625167,0.003335697,4.927582e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004568273,"about_ca_system_score_gemma":0.0005011448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007805554,"about_ca_topic_score_gemma":0.0001109341,"domain_scores_codex":[0.9939894,0.001130454,0.0006734547,0.001003094,0.002292182,0.0009114044],"domain_scores_gemma":[0.9940058,0.00199155,0.000215555,0.0005223589,0.002947917,0.0003168133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004091274,0.00007712581,0.0126945,0.00006251909,0.000155556,0.000006371326,0.00005128586,0.0000112445,0.000001206564,0.001213302,0.9515701,0.03411586],"study_design_scores_gemma":[0.0004847691,0.0001633054,0.0005895444,0.0002045875,0.0001078369,1.397601e-7,0.001145263,0.05892643,0.000002281456,0.007108166,0.9308772,0.0003904917],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0004962108,0.01871072,0.02872081,0.000306514,0.9489886,0.000576308,0.0005070325,0.00004810248,0.001645698],"genre_scores_gemma":[0.03091792,0.01328248,0.001937503,0.00000183939,0.9508631,0.00006197552,0.001211693,0.00006538198,0.001658142],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.05891518,"threshold_uncertainty_score":0.9998724,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4281608714","doi":"10.3389/frma.2022.898896","title":"Mexican Scientist Diaspora in North America: A Perspective on Collaborations With México","year":2022,"lang":"en","type":"article","venue":"Frontiers in Research Metrics and Analytics","topic":"Community Health and Development","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Ontario Tech University","funders":"","keywords":"Diaspora; Work (physics); Perspective (graphical); Political science; Economic growth; Developing country; Sociology; Development economics; Law","authors":[{"name":"Paulina Gómez-Flores","is_ca":false},{"name":"Vicente Morales-Salgado","is_ca":false},{"name":"Angélica Maza","is_ca":false},{"name":"Aline Villarreal","is_ca":false},{"name":"Linda R. Lara-Jacobo","is_ca":true},{"name":"Mónica I. Jiménez-Córdova","is_ca":false},{"name":"Daniel Jiménez-Alvarez","is_ca":false},{"name":"Alma Cristal Hernández‐Mondragón","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.200778766817947,"gpt":0.4952535480842792,"spread":0.2944747812663322,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003264324,0.0001102085,0.0002990676,0.003741116,0.00203547,0.00003200182,0.0003051346,0.00004582601,0.00005920883],"category_scores_gemma":[0.00150419,0.0000999612,0.00001719182,0.01752361,0.0002413797,0.00006121073,0.0004028292,0.002230156,0.000005210794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002520238,"about_ca_system_score_gemma":0.002291285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005587138,"about_ca_topic_score_gemma":0.01517277,"domain_scores_codex":[0.9961818,0.001347741,0.0003667551,0.0003311375,0.001025732,0.0007468764],"domain_scores_gemma":[0.9978781,0.0009052585,0.00009930257,0.000332142,0.0005021128,0.0002831098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002317327,0.0003656286,0.9445595,0.00005728236,0.00001888686,0.00006888981,0.01976437,0.0006239695,2.153982e-7,0.004139927,0.02728114,0.002888481],"study_design_scores_gemma":[0.001438979,0.0006638924,0.3444724,0.0000470792,0.000005797985,5.671722e-7,0.5927781,0.009343574,3.842581e-7,0.001424047,0.04964564,0.0001794947],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772704,0.001500232,0.001129426,0.008356793,0.00047676,0.001834461,0.0002254242,0.00002486718,0.009181646],"genre_scores_gemma":[0.9929866,0.00103373,0.003749208,0.0007622539,0.00003149031,0.0003028619,0.0000496434,0.00001621558,0.001068038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.600087,"threshold_uncertainty_score":0.9992638,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3176517334","doi":"10.3389/frma.2021.691247","title":"Research and Technology Organizations as Super Intermediaries: A Conceptual Framework for Policy and a Case Study From Tanzania","year":2021,"lang":"en","type":"article","venue":"Frontiers in Research Metrics and Analytics","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Department for International Development; National Research Foundation; International Development Research Centre","keywords":"Tanzania; Conceptual framework; Intermediary; Industrial policy; Government (linguistics); Business; Technology policy; Process management; Industrial organization; Economics; Engineering; Economic growth; Marketing; Sociology","authors":[{"name":"Gussai H. Sheikheldin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1229435002897626,"gpt":0.4223071466077979,"spread":0.2993636463180354,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002080254,0.000133793,0.0002791491,0.005151727,0.0005696126,0.0009370189,0.0001837477,0.0001618778,0.00002059347],"category_scores_gemma":[0.01386834,0.0001317325,0.00001297721,0.01667756,0.0009711944,0.0002224238,0.001001425,0.0006199392,0.000005088753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001051775,"about_ca_system_score_gemma":0.0001865373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006369575,"about_ca_topic_score_gemma":0.0003874494,"domain_scores_codex":[0.9981735,0.00007032871,0.0003114671,0.0004936493,0.0004658508,0.0004852162],"domain_scores_gemma":[0.9963135,0.0006616509,0.00005104203,0.0002760502,0.002655705,0.00004211556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002212581,0.0002870794,0.1533891,0.00008062268,0.00009703133,0.0005602232,0.0009437277,4.734997e-7,0.00000700338,0.8326863,0.005238925,0.006687388],"study_design_scores_gemma":[0.001973307,0.000208648,0.000775316,0.000088658,0.00005811925,0.00002184832,0.4158675,0.01540931,0.00002416089,0.5091032,0.05616534,0.0003046367],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9510912,0.003289772,0.02472151,0.0126374,0.0005149842,0.001693003,0.00003879388,0.00006907525,0.005944228],"genre_scores_gemma":[0.9928373,0.000335728,0.005093235,0.0002543695,0.0004654036,0.00005183329,0.00002583946,0.00002688329,0.000909425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4149238,"threshold_uncertainty_score":0.9944383,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3106155822","doi":"10.3389/frma.2020.595370","title":"Intellectual Structure of Coronavirus Research: A Perspective From an Author Cocitation Analysis","year":2020,"lang":"en","type":"article","venue":"Frontiers in Research Metrics and Analytics","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta; University of Manitoba","funders":"","keywords":"Outbreak; Coronavirus; Identification (biology); Public health; Perspective (graphical); Transmission (telecommunications); Bibliometrics; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus disease 2019 (COVID-19); Geography; Medicine; Virology; Disease; Biology; Library science; Infectious disease (medical specialty); Computer science; Ecology; Pathology","authors":[{"name":"Junyi Mei","is_ca":true},{"name":"Dangzhi Zhao","is_ca":true},{"name":"Andreas Strotmann","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.8795814717877448,"gpt":0.6823888219904412,"spread":0.1971926497973037,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","bibliometrics","scholarly_communication"],"consensus_categories":["metaresearch","bibliometrics"],"category_scores_codex":[0.03594155,0.0002135646,0.0009268337,0.1451246,0.0004117962,0.001826073,0.002748962,0.0003068123,0.0003391549],"category_scores_gemma":[0.2520134,0.0001695182,0.0002140918,0.4996167,0.001249713,0.0006212626,0.00117532,0.001862464,0.00001614044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005033612,"about_ca_system_score_gemma":0.0005741062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002361391,"about_ca_topic_score_gemma":0.0003375952,"domain_scores_codex":[0.9766464,0.002986395,0.001117606,0.00151846,0.0166392,0.00109192],"domain_scores_gemma":[0.9638211,0.01877079,0.0002747953,0.0009756357,0.01482461,0.001333107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006643073,0.0005874272,0.7659837,0.00003155335,0.0009401109,0.00009888388,0.020393,0.001989983,0.002327941,0.007181029,0.04064835,0.1591537],"study_design_scores_gemma":[0.0008294172,0.001270724,0.1089974,0.00001149414,0.00008749596,5.291506e-7,0.08093219,0.7016794,0.001279565,0.09920099,0.005393969,0.0003168532],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9037136,0.006336481,0.08407661,0.003364069,0.0002491822,0.0005407287,0.0007193145,0.00001642117,0.0009835608],"genre_scores_gemma":[0.9866938,0.001349188,0.01150338,0.00006093083,0.0001110117,0.000004147348,0.00003575568,0.00001865493,0.000223123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6996894,"threshold_uncertainty_score":0.9992101,"prediction_status":"machine_predicted_unvalidated"},"labels":[{"model":"gemma","categories":["bibliometrics"],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":["bibliometrics"],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high"}],"label_agreement":"split"},{"id":"W4327620140","doi":"10.3389/frma.2023.1100845","title":"Bibliometric analysis of studies of the Arctic and Antarctic polynya","year":2023,"lang":"en","type":"article","venue":"Frontiers in Research Metrics and Analytics","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Environment and Climate Change Canada","funders":"National Natural Science Foundation of China","keywords":"Arctic; The arctic; Oceanography; Glacier; Polar; Polar night; Climatology; Environmental science; Geography; Geology; Physical geography","authors":[{"name":"Tianyu Zhang","is_ca":false},{"name":"Haiyi Ren","is_ca":false},{"name":"Mohammed Shokr","is_ca":true},{"name":"Fengming Hui","is_ca":false},{"name":"Xiao Cheng","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1321021635619924,"gpt":0.3789340575572325,"spread":0.2468318939952401,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["bibliometrics"],"consensus_categories":["bibliometrics"],"category_scores_codex":[0.003410817,0.0001091022,0.0004976264,0.07889567,0.0001751766,0.00003365587,0.000295993,0.00006751052,0.00001579498],"category_scores_gemma":[0.00307387,0.00007292833,0.0001022466,0.3211958,0.0009126769,0.00009937673,0.0001397436,0.0003093591,9.379607e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001798915,"about_ca_system_score_gemma":0.00007171975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001477386,"about_ca_topic_score_gemma":0.0003164062,"domain_scores_codex":[0.9978154,0.0002284178,0.0004013586,0.0002577535,0.000889541,0.0004075826],"domain_scores_gemma":[0.9974983,0.001689523,0.0001319092,0.0002603455,0.0003159863,0.0001039192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001406951,0.00001591393,0.9724503,0.0002042658,0.0005306053,0.000005839437,0.0003382527,0.001160334,0.000002262845,0.0001050031,0.0002579255,0.02491525],"study_design_scores_gemma":[0.0001430072,0.00007955598,0.819438,0.00004095095,0.000238758,9.801724e-7,0.004403506,0.1731877,0.000006423614,0.002313169,0.00008101196,0.00006689309],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921561,0.006694446,0.0002331222,0.0003715256,0.0001866105,0.0001326126,0.00006112293,0.000005861496,0.0001585482],"genre_scores_gemma":[0.9700335,0.02881035,0.0009262107,0.00002081387,0.00001361569,5.98895e-7,0.00001086906,0.000003389942,0.0001806091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2423001,"threshold_uncertainty_score":0.9315442,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4287877402","doi":"10.3389/frma.2022.838553","title":"Closed Shop or Collaborative Hub? An Analysis of the Partners' Importance in CANZUK Countries' Research Collaborations","year":2022,"lang":"en","type":"article","venue":"Frontiers in Research Metrics and Analytics","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Index (typography); Developing country; Regional science; Economic growth; Sociology; Economics; Computer science","authors":[{"name":"Ba Xuan Nguyen","is_ca":false},{"name":"Jesse David Dinneen","is_ca":false},{"name":"Markus Luczak–Roesch","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.7240881977782228,"gpt":0.6496951819978779,"spread":0.07439301578034485,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","bibliometrics","sts","scholarly_communication"],"consensus_categories":["metaresearch","bibliometrics"],"category_scores_codex":[0.1270774,0.000207548,0.0009402069,0.190133,0.001503205,0.001667136,0.004185282,0.0001690439,0.000376233],"category_scores_gemma":[0.08607911,0.0001400013,0.0001526642,0.7623512,0.001499826,0.0005217225,0.002368359,0.001970148,0.000002422445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001552583,"about_ca_system_score_gemma":0.004013212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001247265,"about_ca_topic_score_gemma":0.008441859,"domain_scores_codex":[0.9675308,0.005807522,0.001601407,0.001279138,0.02231651,0.001464599],"domain_scores_gemma":[0.970652,0.01368765,0.000437503,0.001905551,0.01272082,0.0005965215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000194697,0.0004349213,0.9500512,0.000009783052,0.0001289241,0.0000638152,0.0012532,0.006809765,0.00002264644,0.004223081,0.03363752,0.003170377],"study_design_scores_gemma":[0.001189069,0.0007559471,0.362783,0.00001094888,0.00005915267,0.000001193906,0.08868182,0.487192,0.0001069161,0.007670694,0.05124994,0.0002993818],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845238,0.00486647,0.001151723,0.003465028,0.0005512781,0.001497545,0.001330802,0.000009607463,0.002603743],"genre_scores_gemma":[0.9923955,0.002490327,0.001342058,0.00006804715,0.00003242477,0.0001207494,0.00002715962,0.00001809814,0.003505703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5872683,"threshold_uncertainty_score":0.9997967,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4392057301","doi":"10.3389/frma.2024.1335454","title":"Scholar Metrics Scraper (SMS): automated retrieval of citation and author data","year":2024,"lang":"en","type":"article","venue":"Frontiers in Research Metrics and Analytics","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia; Vancouver Coastal Health","funders":"Division of Mathematical Sciences; Canadian Institutes of Health Research; Deutsches Krebsforschungszentrum; Natural Sciences and Engineering Research Council of Canada; University of British Columbia; Heart and Stroke Foundation of Canada","keywords":"Citation; Computer science; Scraper site; Information retrieval; Visualization; Data science; Graph; Citation database; Data retrieval; Data visualization; World Wide Web; Data mining; Scopus","authors":[{"name":"Yutong Cao","is_ca":true},{"name":"Nicole A. Cheung","is_ca":true},{"name":"Dean Giustini","is_ca":true},{"name":"Jeffrey LeDue","is_ca":true},{"name":"Timothy H. Murphy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.7988117842642299,"gpt":0.6516311723059829,"spread":0.1471806119582471,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","bibliometrics","scholarly_communication"],"consensus_categories":["metaresearch","bibliometrics"],"category_scores_codex":[0.1256891,0.0002332937,0.0006821924,0.2001942,0.0003718243,0.005100957,0.002899451,0.0003344001,0.00004199164],"category_scores_gemma":[0.2216733,0.0001782101,0.0000935121,0.4398936,0.0007787796,0.001603759,0.002654542,0.001585181,0.00001949863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002448821,"about_ca_system_score_gemma":0.0006230528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001178095,"about_ca_topic_score_gemma":0.00000851989,"domain_scores_codex":[0.9810916,0.001118511,0.001356774,0.001600689,0.01379506,0.001037371],"domain_scores_gemma":[0.9793847,0.01303803,0.0002104558,0.001686229,0.004879891,0.0008007408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001211123,0.0002981288,0.23074,0.0002889912,0.0002039302,0.0002008099,0.0003893585,0.00008171761,0.0006617937,0.004686619,0.270911,0.4914165],"study_design_scores_gemma":[0.0004492563,0.0002584532,0.02777652,0.00006432899,0.0000279177,0.000006533945,0.001630906,0.9065436,0.0002423133,0.01514201,0.04763302,0.0002251893],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6699031,0.1915167,0.1218567,0.005427917,0.003755843,0.001607928,0.001493957,0.0002508943,0.004186959],"genre_scores_gemma":[0.9483922,0.0161517,0.03341378,0.00002921991,0.00008893478,0.000003555357,0.00004783743,0.00003357018,0.001839195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9064618,"threshold_uncertainty_score":0.9959319,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404364357","doi":"10.3389/frma.2024.1469377","title":"Bicultural peace pedagogy: opportunities and obstacles","year":2024,"lang":"en","type":"article","venue":"Frontiers in Research Metrics and Analytics","topic":"Peace and Human Rights Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Aotearoa; Indigenous; Biculturalism; Pedagogy; Decolonization; Sociology; Transformative learning; Indigenization; Curriculum; Political science; Gender studies; Anthropology; Psychology","authors":[{"name":"Katerina Standish","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.393941983281027,"gpt":0.510302722505537,"spread":0.11636073922451,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002352662,0.00006796574,0.0001229884,0.001283717,0.0004704155,0.0006415065,0.0001294827,0.00007698177,0.00002295285],"category_scores_gemma":[0.0004232632,0.00005411574,0.00002328107,0.001248814,0.0006335597,0.0002689378,0.00005237177,0.0002919111,0.00000239489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001342291,"about_ca_system_score_gemma":0.0003522163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009556225,"about_ca_topic_score_gemma":0.0008272952,"domain_scores_codex":[0.998611,0.0002029003,0.0001291042,0.0002098438,0.0005033316,0.0003438317],"domain_scores_gemma":[0.999327,0.0002683066,0.00001470463,0.00007810187,0.0001410521,0.0001708112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000930619,0.00006619558,0.02594797,0.0001783521,0.00006629297,0.0001066814,0.05401979,0.00000234167,0.000009863534,0.4250843,0.3047503,0.1897587],"study_design_scores_gemma":[0.00007861934,0.00003600761,0.003725055,0.00005783648,0.00001533171,9.956054e-7,0.1194375,0.002606269,0.000005352123,0.02260707,0.8513055,0.0001244716],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7465085,0.1683925,0.0009063871,0.02899347,0.001760492,0.0004789598,0.00003128539,0.0001117312,0.05281672],"genre_scores_gemma":[0.8476375,0.1076003,0.0009967413,0.00003673291,0.0003270734,0.000007501531,0.000009922334,0.000009356425,0.0433749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5465552,"threshold_uncertainty_score":0.6186062,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404705101","doi":"10.3389/frma.2024.1473940","title":"An updated and expanded characterization of the biological sciences academic job market","year":2024,"lang":"en","type":"article","venue":"Frontiers in Research Metrics and Analytics","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"Context (archaeology); Seniority; Job market; Ethnic group; Personnel selection; Residence; Psychology; Medical education; Political science; Work (physics); Medicine; Sociology; Demography; Management; Geography; Engineering; Economics","authors":[{"name":"Brooklynn Flynn","is_ca":false},{"name":"Ariangela J. Kozik","is_ca":false},{"name":"You Cheng","is_ca":false},{"name":"Ada K. Hagan","is_ca":false},{"name":"Jennifer Ng","is_ca":false},{"name":"Christopher T. Smith","is_ca":false},{"name":"Amanda Haage","is_ca":false},{"name":"Nafisa M. Jadavji","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2068357418014919,"gpt":0.4498295973646874,"spread":0.2429938555631955,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007455025,0.00004182556,0.0001074485,0.0006280686,0.000329456,0.0001376043,0.0003791198,0.0001083323,0.00002465055],"category_scores_gemma":[0.000692454,0.00002732753,0.00001615035,0.003629726,0.001749244,0.0001608483,0.0001211345,0.0003308452,2.063428e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004019628,"about_ca_system_score_gemma":0.0001346509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001275913,"about_ca_topic_score_gemma":0.00001552119,"domain_scores_codex":[0.9982995,0.0004208224,0.0001149898,0.000177871,0.0007722973,0.0002144856],"domain_scores_gemma":[0.9995909,0.0001430363,0.00002091791,0.00006604876,0.00009316191,0.00008597975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001530266,0.00002219449,0.9370839,0.00002856935,0.00001791871,0.000006533262,0.00286462,0.000001106317,0.0006923335,0.01309282,0.009291911,0.03688281],"study_design_scores_gemma":[0.0006392737,0.0005801047,0.7007885,0.0003338517,0.00006887048,0.000002293452,0.105905,0.05869378,0.0005120646,0.03130295,0.1008161,0.0003571832],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919764,0.001518477,0.000642204,0.001964076,0.0003427497,0.0001355082,0.00001711256,0.00001053695,0.003392973],"genre_scores_gemma":[0.9892963,0.009780618,0.0001788664,0.00005094565,0.00005860105,9.055316e-7,0.000004042079,0.000001769488,0.0006279543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2362954,"threshold_uncertainty_score":0.6445163,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415418967","doi":"10.3389/frma.2025.1679842","title":"A pilot study investigating the relationship between journal impact factor and methodological quality of real-world observational studies","year":2025,"lang":"en","type":"article","venue":"Frontiers in Research Metrics and Analytics","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Impact factor; Observational study; Quality (philosophy); Correlation; Research methodology","authors":[{"name":"Digant Gupta","is_ca":false},{"name":"Amandeep Kaur","is_ca":false},{"name":"M. Asghar Malik","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.9913812306646533,"gpt":0.7557971764383623,"spread":0.235584054226291,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.390237,0.0001737303,0.002511173,0.003221242,0.000522904,0.0007134969,0.0009527202,0.00004151336,0.00002854105],"category_scores_gemma":[0.564961,0.00007282812,0.0003173158,0.01288368,0.0005105577,0.0001707281,0.0004161562,0.0008604429,0.000001226589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001357163,"about_ca_system_score_gemma":0.0002389525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001600699,"about_ca_topic_score_gemma":0.0001575516,"domain_scores_codex":[0.9328245,0.05243757,0.00731246,0.0006808397,0.006361693,0.0003829442],"domain_scores_gemma":[0.6882681,0.2999278,0.00411221,0.001938511,0.005405786,0.0003475883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009996202,0.00005857216,0.9801058,0.00004536926,0.0004309278,0.000001175365,0.0005045488,0.00004386045,0.00000216985,0.004044419,0.01007017,0.004682969],"study_design_scores_gemma":[0.0001962975,0.0001931068,0.8513344,0.0000385235,0.00008663863,2.808025e-7,0.006866419,0.003067317,6.825292e-7,0.1380055,0.0001559252,0.00005496134],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9704202,0.0046268,0.02235018,0.001557402,0.0001068566,0.0005532515,0.00002183233,0.000001336813,0.0003621053],"genre_scores_gemma":[0.9765074,0.0004198738,0.02148995,0.00002708681,0.00004238523,0.000008943725,0.000001389006,0.000003654017,0.001499295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2474902,"threshold_uncertainty_score":0.6880267,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4280505042","doi":"10.3389/frma.2022.881250","title":"Research Products Beyond the Research Paper: Reflections on User-Centered Evidence Synthesis From SeroTracker","year":2022,"lang":"en","type":"article","venue":"Frontiers in Research Metrics and Analytics","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary; University of Toronto","funders":"Canadian Medical Association; Public Health Agency of Canada; World Health Organization","keywords":"Front (military); Sociology; Political science; Public relations; Media studies; Social science; Geography","authors":[{"name":"Tingting Yan","is_ca":true},{"name":"Rahul K. Arora","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2355502055460132,"gpt":0.4708973289550241,"spread":0.2353471234090109,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.02283406,0.0001894701,0.0002998677,0.002859069,0.001745048,0.0003364573,0.001365651,0.0001612494,0.00006182617],"category_scores_gemma":[0.01289514,0.0001588863,0.0001069253,0.009588649,0.0008733912,0.00002668607,0.001837565,0.002645682,0.000007997525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004383115,"about_ca_system_score_gemma":0.0004031222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009803574,"about_ca_topic_score_gemma":0.0002785996,"domain_scores_codex":[0.9898727,0.004754119,0.0004203516,0.001124619,0.002788198,0.00104002],"domain_scores_gemma":[0.9950591,0.001729562,0.00006867136,0.001559472,0.001404172,0.0001790312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005816754,0.0008190701,0.02126848,0.00005222521,0.0003425749,0.00009868001,0.000403928,0.0001963539,0.07671949,0.0006871306,0.881313,0.01751735],"study_design_scores_gemma":[0.0005864442,0.001981182,0.005948421,0.0001276033,0.00009046048,0.00001059401,0.01414899,0.00344749,0.155388,0.009353607,0.8082978,0.0006194277],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8984079,0.0439254,0.002640196,0.03399493,0.0005356366,0.003932185,0.000233957,0.00008197413,0.01624779],"genre_scores_gemma":[0.9740971,0.01738298,0.002993869,0.0001946337,0.0002840015,0.0004456584,0.00005721179,0.00005071574,0.004493786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07866846,"threshold_uncertainty_score":0.9996552,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399571830","doi":"10.3389/frma.2024.1374628","title":"Pedagogical implications of pragmatic HRM research","year":2024,"lang":"en","type":"article","venue":"Frontiers in Research Metrics and Analytics","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Crandall University","funders":"","keywords":"Embeddedness; Human resource management; Centrality; Sociology; Context (archaeology); Perspective (graphical); Knowledge management; Scholarship; Resource (disambiguation); Engineering ethics; Political science; Social science; Computer science; Engineering","authors":[{"name":"Dieu Hack‐Polay","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.321167711148779,"gpt":0.4609863869030524,"spread":0.1398186757542734,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004702272,0.00009163791,0.000203869,0.004177403,0.0002655714,0.0004289967,0.0003052685,0.0000593334,0.0000701074],"category_scores_gemma":[0.002189799,0.00007704479,0.00003938902,0.01120321,0.0002980577,0.0003109527,0.0005420481,0.0004163271,0.0000313723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007449141,"about_ca_system_score_gemma":0.00004656728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001382444,"about_ca_topic_score_gemma":0.00004090434,"domain_scores_codex":[0.998036,0.0000518279,0.0003022998,0.0002997233,0.0009127194,0.0003974218],"domain_scores_gemma":[0.9986356,0.000468059,0.00003500307,0.000185819,0.0006538947,0.00002159562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006827483,0.00009320864,0.2130663,0.0008473711,0.00006410904,0.00001275058,0.0001058433,0.00002751726,0.00001108181,0.5915926,0.1803049,0.01386755],"study_design_scores_gemma":[0.0002872932,0.00003725347,0.05899812,0.0001952691,0.00005173565,5.890141e-7,0.004063252,0.05362475,0.0000104302,0.383028,0.4994857,0.0002175711],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1246775,0.09709541,0.1314136,0.0603384,0.002490476,0.003968487,0.00007376324,0.0003980731,0.5795442],"genre_scores_gemma":[0.9902341,0.002954441,0.002134057,0.00006676401,0.0003675091,0.00002394081,0.00002403959,0.0000222231,0.004172947],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8655565,"threshold_uncertainty_score":0.5382773,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}