{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":31,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":31,"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":"a83202fc4b93","filters":{"venue":"Journal of Epidemiology and Population Health"}},"results":[{"id":"W4400346513","doi":"10.1016/j.jeph.2024.202744","title":"Validated administrative data based ICD-10 algorithms for chronic conditions: A systematic review","year":2024,"lang":"en","type":"review","venue":"Journal of Epidemiology and Population Health","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":28,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Calgary","funders":"Cumming School of Medicine, University of Calgary; University of Calgary","keywords":"CINAHL; Data extraction; PsycINFO; MEDLINE; Algorithm; Medicine; Systematic review; Data mining; Information retrieval; Computer science; Psychiatry; Psychological intervention","authors":[{"name":"Angela Kuang","is_ca":true},{"name":"Claire Xu","is_ca":true},{"name":"Danielle A. Southern","is_ca":true},{"name":"Namneet Sandhu","is_ca":true},{"name":"Hude Quan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.7924399667339552,"gpt":0.6808961348376443,"spread":0.1115438318963109,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.04003112,0.0003691897,0.005787731,0.000401028,0.0007387697,0.000007709203,0.000387132,0.0007271192,0.0002644224],"category_scores_gemma":[0.02382185,0.0002282976,0.0003528352,0.0003108098,0.00006846493,0.0002231068,0.00006417795,0.001914304,0.00009021541],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007285736,"about_ca_system_score_gemma":0.00684483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005148518,"about_ca_topic_score_gemma":0.00002866545,"domain_scores_codex":[0.9807742,0.009323463,0.008707693,0.0003604112,0.0002286096,0.0006056641],"domain_scores_gemma":[0.9733534,0.01513125,0.009994267,0.0005959965,0.0003799402,0.0005451599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001063408,0.00001236918,0.000007234375,0.8623833,0.0001308006,0.000001358672,0.00004500874,7.977231e-7,3.698663e-10,0.001320479,0.1203438,0.01574417],"study_design_scores_gemma":[0.0002130547,0.0003512511,0.000007696677,0.5313872,0.001622196,0.00004765431,0.00002334067,0.001312714,2.904368e-10,0.0005579562,0.464376,0.0001009565],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[1.220545e-7,0.9761918,0.006050967,0.009814269,0.001223119,0.005605937,0.001052465,0.0000347565,0.00002656722],"genre_scores_gemma":[0.00000237913,0.9766681,0.002429049,0.01083605,0.0009660511,0.0004223727,0.008357288,0.00003120635,0.0002874631],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3440322,"threshold_uncertainty_score":0.9987854,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4391745902","doi":"10.1016/j.jeph.2024.202197","title":"Why and when should we cluster randomize?","year":2024,"lang":"en","type":"article","venue":"Journal of Epidemiology and Population Health","topic":"Patient-Provider Communication in Healthcare","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ottawa Hospital; University of Ottawa; Western University","funders":"","keywords":"Psychological intervention; Randomized controlled trial; Informed consent; Cluster (spacecraft); Cluster randomised controlled trial; Randomization; Intervention (counseling); Waiver; Psychology; Medicine; Family medicine; Alternative medicine; Psychiatry; Computer science; Surgery; Pathology","authors":[{"name":"Bruno Giraudeau","is_ca":false},{"name":"Charles Weijer","is_ca":true},{"name":"Sandra Eldridge","is_ca":false},{"name":"Karla Hemming","is_ca":false},{"name":"Monica Taljaard","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4053036370961941,"gpt":0.5195261126593202,"spread":0.1142224755631261,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007363993,0.000142396,0.0008027595,0.0002814741,0.0006412442,0.000006904375,0.0001158034,0.0003057666,0.0001322947],"category_scores_gemma":[0.003383934,0.0001035765,0.00008333983,0.0001062258,0.00008479953,0.0002768693,0.00007798176,0.001348847,0.00001023941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001691866,"about_ca_system_score_gemma":0.0003394897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0012379,"about_ca_topic_score_gemma":0.000317609,"domain_scores_codex":[0.989131,0.007892678,0.002246334,0.0002048847,0.0001205551,0.0004044998],"domain_scores_gemma":[0.986434,0.01169029,0.001105865,0.0002418853,0.0001695542,0.0003583397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008582573,0.00001961704,0.7193033,0.001877441,0.00006792501,0.000002444786,0.01313632,0.00005248611,0.000001340509,0.02166777,0.222399,0.02061413],"study_design_scores_gemma":[0.004883674,0.0005175212,0.2169365,0.002948621,0.0000632943,0.0001483611,0.002803449,0.006550957,1.710254e-7,0.164979,0.5999553,0.0002131779],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.063651,0.2142695,0.004774051,0.7135361,0.002540812,0.0009688425,0.00001746854,0.00006028653,0.0001818326],"genre_scores_gemma":[0.827263,0.03257502,0.01348519,0.1251896,0.0010227,0.00004680073,0.00003915273,0.00003586875,0.0003426826],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.763612,"threshold_uncertainty_score":0.5860146,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4391787823","doi":"10.1016/j.jeph.2024.202198","title":"Practical considerations for sample size calculation for cluster randomized trials","year":2024,"lang":"en","type":"article","venue":"Journal of Epidemiology and Population Health","topic":"Statistical Methods in Clinical Trials","field":"Mathematics","cited_by":16,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ottawa Public Health; Ottawa Hospital; University of Ottawa","funders":"Medical Research Council","keywords":"Sample size determination; CRTS; Statistics; Cluster (spacecraft); Computer science; Cluster randomised controlled trial; Sample (material); Covariate; Correlation; Statistical power; A priori and a posteriori; Econometrics; Randomized controlled trial; Mathematics; Medicine","authors":[{"name":"Clémence Leyrat","is_ca":false},{"name":"Sandra Eldridge","is_ca":false},{"name":"Monica Taljaard","is_ca":true},{"name":"Karla Hemming","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.8556723633553084,"gpt":0.7092489836697732,"spread":0.1464233796855352,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1585647,0.0001263413,0.002659456,0.0001010676,0.0001751151,0.00002516024,0.00002523226,0.0002427354,0.00009366462],"category_scores_gemma":[0.9643921,0.00008306102,0.0005593678,0.00005629819,0.0001095792,0.0001218348,0.000009180667,0.0002693351,5.355132e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000631314,"about_ca_system_score_gemma":0.0002636109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002493969,"about_ca_topic_score_gemma":0.000009837989,"domain_scores_codex":[0.9785575,0.01565582,0.005196189,0.0002211913,0.0001106748,0.0002586399],"domain_scores_gemma":[0.1003263,0.897095,0.002027794,0.0001030447,0.0002712663,0.000176543],"domain_codex":null,"domain_gemma":"methods","domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0117817,0.00003857233,0.0002855817,0.0004345656,0.0002203945,5.825042e-7,0.00008860715,0.00005829651,0.000001609095,0.9212193,0.06122357,0.004647171],"study_design_scores_gemma":[0.02011006,0.0003182288,0.0003581743,0.0001411605,0.0003795287,0.00006053957,0.00001130362,0.02206057,0.000001610247,0.9545841,0.00190513,0.00006960594],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.000830658,0.0005174679,0.9082993,0.08680777,0.00143504,0.001959037,0.000126563,0.00001860446,0.000005573244],"genre_scores_gemma":[0.02435815,0.0002612083,0.969924,0.004027193,0.001292652,0.00008630917,0.000007852756,0.00001655833,0.00002604991],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8814392,"threshold_uncertainty_score":0.8664348,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404822169","doi":"10.1016/j.jeph.2024.202793","title":"Avowing and mitigating moral injury calls for courage and community","year":2024,"lang":"en","type":"editorial","venue":"Journal of Epidemiology and Population Health","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"CARE Canada","funders":"","keywords":"Courage; Moral injury; Moral courage; Psychology; Environmental ethics; Sociology; Political science; Social psychology; Philosophy; Law","authors":[{"name":"Wendy Dean","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1640497757982002,"gpt":0.5362556119001403,"spread":0.37220583610194,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch","research_integrity"],"category_scores_codex":[0.02956737,0.0003122998,0.001784693,0.0002752415,0.002820318,0.00001298041,0.0001240056,0.001586148,0.0000150513],"category_scores_gemma":[0.01902422,0.000235896,0.0001185463,0.00008074392,0.0001500517,0.0001714471,0.0001592248,0.00767872,0.000001266847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002243099,"about_ca_system_score_gemma":0.001325853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003988632,"about_ca_topic_score_gemma":0.0005413509,"domain_scores_codex":[0.9853883,0.01038883,0.003001719,0.0002965972,0.000225803,0.0006987924],"domain_scores_gemma":[0.959037,0.03689929,0.002839818,0.0001842552,0.0004676377,0.0005720246],"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":[0.000306167,0.00003039373,0.140657,0.01045597,0.00009072309,0.00000355809,0.00314924,0.000002471485,0.000001704128,0.001774695,0.814055,0.02947312],"study_design_scores_gemma":[0.002278719,0.002281654,0.1459854,0.04118515,0.0002423372,0.0000430021,0.004882977,0.000900292,2.734213e-7,0.1110397,0.6905485,0.0006119786],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.2203757,0.08538269,0.0005705797,0.04380871,0.6469321,0.001710847,0.001120059,0.0000535098,0.00004588499],"genre_scores_gemma":[0.1556513,0.05499558,0.01100823,0.01259174,0.763506,0.0001127253,0.001257263,0.0001509837,0.0007261319],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1235064,"threshold_uncertainty_score":0.99971,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4394824590","doi":"10.1016/j.jeph.2024.202529","title":"Enhancing healthcare worker resilience and health in underserved communities and rural areas: Lessons and strategies for global health","year":2024,"lang":"en","type":"editorial","venue":"Journal of Epidemiology and Population Health","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"Health Resources and Services Administration; U.S. Department of Health and Human Services","keywords":"Resilience (materials science); Health care; Health worker; Community health workers; Psychological resilience; Health equity; Economic growth; Nursing; Business; Environmental health; Medicine; Psychology; Health services; Economics; Population","authors":[{"name":"Laurent Boyer","is_ca":false},{"name":"Guillaume Fond","is_ca":false},{"name":"Pascal Auquier","is_ca":false},{"name":"Jérémy Khouani","is_ca":false},{"name":"Bastien Boussat","is_ca":true},{"name":"Albert W. Wu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.189408199202951,"gpt":0.5367939137546802,"spread":0.3473857145517292,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.01573638,0.0004089484,0.002333956,0.0003069891,0.0018458,0.000030831,0.0001155044,0.0007270696,0.000002911435],"category_scores_gemma":[0.001180917,0.0003337414,0.00007895153,0.0001715622,0.0002828352,0.0002799687,0.0001624852,0.002233969,2.582638e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000814451,"about_ca_system_score_gemma":0.003254596,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04302577,"about_ca_topic_score_gemma":0.1911838,"domain_scores_codex":[0.9910443,0.00430796,0.003056844,0.0003718196,0.0002033618,0.001015664],"domain_scores_gemma":[0.9888942,0.007365556,0.002790811,0.0001827184,0.0002512066,0.0005154547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004114027,0.00002849225,0.5011148,0.008842473,0.0001002126,0.000001731213,0.01181802,0.00001271144,4.847556e-8,0.03400885,0.4325643,0.011097],"study_design_scores_gemma":[0.001985369,0.002143411,0.659623,0.01488723,0.00004625813,0.0000292822,0.06483126,0.00008350734,5.451241e-9,0.1847496,0.07126683,0.0003542627],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.04113083,0.3051485,0.001014696,0.528458,0.1217839,0.001899717,0.0004939329,0.00005056039,0.00001978385],"genre_scores_gemma":[0.4291148,0.4384278,0.002150062,0.02245975,0.1065413,0.0001249123,0.0008621471,0.00009364244,0.0002256415],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.5059983,"threshold_uncertainty_score":0.9999115,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404368553","doi":"10.1016/j.jeph.2024.202791","title":"Extracting social determinants of health from inpatient electronic medical records using natural language processing","year":2024,"lang":"en","type":"article","venue":"Journal of Epidemiology and Population Health","topic":"Food Security and Health in Diverse Populations","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"South Health Campus; University of Calgary; Alberta Health Services","funders":"Canadian Institutes of Health Research","keywords":"Health records; Medical record; Natural language processing; Electronic health record; Natural (archaeology); Data science; Psychology; Computer science; Medicine; Geography; Political science; Health care","authors":[{"name":"Elliot A. Martin","is_ca":true},{"name":"Adam G. D’Souza","is_ca":true},{"name":"Vineet Saini","is_ca":true},{"name":"Karen Tang","is_ca":true},{"name":"Hude Quan","is_ca":true},{"name":"Cathy A. Eastwood","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2551996765807935,"gpt":0.5727994810308287,"spread":0.3175998044500352,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01189162,0.0001404218,0.0009484651,0.0002756453,0.001118218,0.000004734952,0.0001039803,0.0003251237,0.0001385789],"category_scores_gemma":[0.002350838,0.0001169033,0.0001039833,0.0002220298,0.00007233231,0.0002802677,0.00004210225,0.001749482,0.000002264349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005039981,"about_ca_system_score_gemma":0.00273922,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008803968,"about_ca_topic_score_gemma":0.002531212,"domain_scores_codex":[0.9922341,0.003555267,0.003069806,0.0002129131,0.0002690777,0.0006588659],"domain_scores_gemma":[0.9945152,0.002248197,0.002770234,0.00008231325,0.0001362855,0.0002477642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001377678,0.00005007566,0.7275871,0.001757261,0.00003563078,0.00000595314,0.02015723,0.00003253544,0.000003257249,0.002246255,0.0009769943,0.2470099],"study_design_scores_gemma":[0.0008867818,0.0005940979,0.8973256,0.005059087,0.00004937414,0.00008014453,0.006596375,0.07588247,6.892885e-7,0.009242962,0.004084522,0.0001979199],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9343094,0.050499,0.001267331,0.01201141,0.001586196,0.0002647098,0.0000246597,0.00002426273,0.00001298707],"genre_scores_gemma":[0.9918978,0.001334363,0.00224624,0.003504202,0.0009377795,0.000002836653,0.00004763934,0.0000158534,0.00001325369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.246812,"threshold_uncertainty_score":0.9977965,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415549884","doi":"10.1016/j.jeph.2025.203149","title":"Adherence to 24-hour movement guidelines by long-term health condition in Canadian children and youth","year":2025,"lang":"en","type":"article","venue":"Journal of Epidemiology and Population Health","topic":"Children's Physical and Motor Development","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Children’s Health Research Institute; Western University; Children's Hospital of Eastern Ontario; McMaster University; Carleton University","funders":"Canadian Institutes of Health Research; CHEO Research Institute; McMaster University","keywords":"Movement (music); MEDLINE; Qualitative research; Public health; Health care","authors":[{"name":"Justin J. Lang","is_ca":true},{"name":"Brian W. Timmons","is_ca":true},{"name":"Patricia Tucker","is_ca":true},{"name":"Jean‐Philippe Chaput","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07426850230648151,"gpt":0.4263332812236763,"spread":0.3520647789171947,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002554246,0.0001235859,0.0005324505,0.000284352,0.000132683,0.000005809376,0.00007068642,0.00009518833,0.00004311821],"category_scores_gemma":[0.0002589212,0.0001052799,0.00003528914,0.0001417643,0.00002943529,0.00005417109,0.00001793839,0.0002416353,0.000002487685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002397103,"about_ca_system_score_gemma":0.0003309598,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2719873,"about_ca_topic_score_gemma":0.08816404,"domain_scores_codex":[0.9975113,0.0005523715,0.001242163,0.0002266516,0.00006096981,0.0004065932],"domain_scores_gemma":[0.998675,0.0001500684,0.0005141704,0.00009646845,0.00006295033,0.0005013717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000537215,0.00003996841,0.920426,0.00001484721,0.00003043434,7.298154e-7,0.000712821,0.00002088437,8.052718e-7,0.004453775,0.02545243,0.04879355],"study_design_scores_gemma":[0.0006436167,0.0004301047,0.9943736,0.0001933559,0.000005783611,0.00001188101,0.00006580012,0.000006147736,4.259104e-7,0.003635394,0.0005589895,0.00007495929],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9451923,0.005239565,0.0005627191,0.04802055,0.0005066939,0.0003642518,0.00007735403,0.000005386366,0.00003120762],"genre_scores_gemma":[0.949583,0.0008963633,0.0005510953,0.04851845,0.0001198517,0.00000536479,0.0001959678,0.000005318857,0.0001245949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1838233,"threshold_uncertainty_score":0.9284746,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400401977","doi":"10.1016/j.jeph.2024.202596","title":"9-4 - Concordance du statut vaccinal antituberculeux selon la source d'information, Québec, Canada","year":2024,"lang":"fr","type":"article","venue":"Journal of Epidemiology and Population Health","topic":"Diphtheria, Corynebacterium, and Tetanus","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Université Laval; Université de Montréal; Hôpital Maisonneuve-Rosemont; Université de Sherbrooke; Institut National de la Recherche Scientifique","funders":"","keywords":"Concordance; Political science; Medicine; Psychology","authors":[{"name":"S. Véron","is_ca":true},{"name":"M-É. Parent","is_ca":true},{"name":"Jacques Pépin","is_ca":true},{"name":"A-C Labbé","is_ca":true},{"name":"Philippe De Wals","is_ca":true},{"name":"M-C. Rousseau","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01153949798716307,"gpt":0.2870296377803508,"spread":0.2754901397931878,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002891367,0.0002102612,0.0005476902,0.00008180951,0.0001975647,0.00003731895,0.0001153731,0.0002616669,0.00009455594],"category_scores_gemma":[0.0009683529,0.0001884461,0.0001180618,0.00009464853,0.00009790051,0.00007539865,0.00003339646,0.0004046138,0.000005164147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002127858,"about_ca_system_score_gemma":0.004068852,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.404387,"about_ca_topic_score_gemma":0.2931339,"domain_scores_codex":[0.9969167,0.001065822,0.001323225,0.0001971312,0.0001082631,0.0003888329],"domain_scores_gemma":[0.9980785,0.0004911798,0.0007803845,0.0001495337,0.0001875548,0.000312822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005102363,0.00007369369,0.4191441,0.001591571,0.0004973387,0.00006801837,0.000887221,0.002301335,0.0001361822,0.01123371,0.3348826,0.228674],"study_design_scores_gemma":[0.0003301786,0.0004109793,0.1282916,0.0002171015,0.00004420581,0.001382406,0.0001255409,0.0007406524,0.0000135146,0.0003318771,0.8679637,0.0001483049],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7222168,0.181281,0.01231911,0.07837853,0.005057657,0.0001853191,0.0001167519,0.00001156247,0.0004331924],"genre_scores_gemma":[0.9641174,0.02458631,0.0008287032,0.008048225,0.001214042,0.000001962101,0.0001806484,0.0000177711,0.001004956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5330811,"threshold_uncertainty_score":0.7684608,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4392625156","doi":"10.1016/j.jeph.2024.202383","title":"Embracing change and advancing public health: The new era of the Journal of Epidemiology and Population Health","year":2024,"lang":"en","type":"editorial","venue":"Journal of Epidemiology and Population Health","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Public health; Epidemiology; Population health; Political science; Environmental health; Population; Medicine; Nursing; Pathology","authors":[{"name":"Bastien Boussat","is_ca":true},{"name":"Laurent Boyer","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09524923632243688,"gpt":0.3894101701568377,"spread":0.2941609338344008,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.06171481,0.0003803575,0.002106103,0.000246315,0.0007222065,0.00001470924,0.000298912,0.0005543663,0.0000407723],"category_scores_gemma":[0.01450399,0.0002383919,0.0001843732,0.0002935211,0.0004073968,0.0005271095,0.0002335931,0.003205757,0.00000157876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001040329,"about_ca_system_score_gemma":0.000841303,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01471727,"about_ca_topic_score_gemma":0.002722333,"domain_scores_codex":[0.9811335,0.0120612,0.004719058,0.0005272279,0.0005332379,0.001025758],"domain_scores_gemma":[0.9772871,0.01091525,0.01050031,0.0003357144,0.00006768445,0.0008939026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001654287,0.00005145924,0.4716448,0.00105881,0.0001006046,0.000002331979,0.004329975,0.0007090351,0.000003198727,0.0005217114,0.2910256,0.230387],"study_design_scores_gemma":[0.0006305307,0.001082097,0.7774917,0.001482148,0.000064459,0.0003149249,0.0003194813,0.000504343,1.944859e-7,0.01756307,0.2003573,0.0001896967],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1331805,0.1583783,0.006711477,0.5217117,0.1777368,0.002122956,0.0001072128,0.0000215371,0.00002949471],"genre_scores_gemma":[0.4198339,0.25344,0.01326057,0.06438408,0.2485767,0.00001564138,0.0001965454,0.0001721233,0.0001204791],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4573276,"threshold_uncertainty_score":0.9990939,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399808499","doi":"10.1016/j.jeph.2024.202754","title":"Promoting health, well-being and academic success in schools","year":2024,"lang":"en","type":"editorial","venue":"Journal of Epidemiology and Population Health","topic":"School Health and Nursing Education","field":"Health Professions","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 Calgary","funders":"","keywords":"Psychology; Medical education; Mathematics education; Medicine","authors":[{"name":"Julien Masson","is_ca":false},{"name":"Nicolas Burel","is_ca":false},{"name":"Bastien Boussat","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09527534817518382,"gpt":0.5360144599082548,"spread":0.440739111733071,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["metaresearch","research_integrity"],"category_scores_codex":[0.03836978,0.0003376027,0.001920555,0.0009741768,0.000848428,0.0000114934,0.0001778381,0.001979565,0.00002507234],"category_scores_gemma":[0.01593909,0.0002878566,0.00008654663,0.0003543767,0.00006331625,0.0003084045,0.00005867108,0.01150313,0.00001852739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0013215,"about_ca_system_score_gemma":0.004965011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005064989,"about_ca_topic_score_gemma":0.0006608458,"domain_scores_codex":[0.9849187,0.007854559,0.005169175,0.000542124,0.000342291,0.001173182],"domain_scores_gemma":[0.9828128,0.01062429,0.005151691,0.0002055697,0.0002836038,0.0009220493],"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":[0.0001289492,0.0000140022,0.3482457,0.004170455,0.00001228498,0.000001847344,0.003315475,0.000003534453,1.0647e-7,0.0003172524,0.634567,0.009223387],"study_design_scores_gemma":[0.001203094,0.0007721369,0.3546034,0.02067828,0.00004290753,0.0000434748,0.001087975,0.0002757624,5.135768e-8,0.04985311,0.5711421,0.000297623],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.08546485,0.06512737,0.00006046873,0.1506934,0.6973905,0.001145614,0.00002321984,0.00004228907,0.00005230514],"genre_scores_gemma":[0.07771809,0.08354886,0.002061666,0.01455778,0.8210974,0.00006505913,0.0004923229,0.0001130347,0.0003457429],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1361356,"threshold_uncertainty_score":0.9999574,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415374025","doi":"10.1016/j.jeph.2025.203150","title":"Toward adaptive public health: The case against one size fits all","year":2025,"lang":"en","type":"editorial","venue":"Journal of Epidemiology and Population Health","topic":"Global Public Health Policies and Epidemiology","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Children's Hospital of Eastern Ontario","funders":"Canadian Institutes of Health Research; CHEO Research Institute","keywords":"Context (archaeology); Quality (philosophy); Perspective (graphical); Set (abstract data type); Matching (statistics)","authors":[{"name":"Jean‐Philippe Chaput","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1651035501225418,"gpt":0.3957211016851476,"spread":0.2306175515626058,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03410907,0.0004720004,0.002591916,0.0005169684,0.0008897868,0.00008097155,0.0004857967,0.001087067,0.00004476184],"category_scores_gemma":[0.04940588,0.0003303518,0.000330272,0.0004790789,0.0002069863,0.0006059496,0.0002470129,0.002494289,0.00001281319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005062481,"about_ca_system_score_gemma":0.001652363,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05371632,"about_ca_topic_score_gemma":0.001805183,"domain_scores_codex":[0.9907952,0.002650076,0.004203961,0.000516142,0.000321279,0.001513334],"domain_scores_gemma":[0.9699007,0.01887104,0.009381803,0.0004548703,0.001068844,0.00032279],"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":[0.00008188263,0.00005381441,0.0008669479,0.00087015,0.0001503382,0.00002977369,0.00008272212,0.0003695549,9.368062e-9,0.02710446,0.9570652,0.01332512],"study_design_scores_gemma":[0.0005954252,0.0001945579,0.003564106,0.0003333738,0.00005296836,0.0001031282,0.0002571006,0.001496644,8.287053e-10,0.01154506,0.9816504,0.0002072325],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0009025021,0.01149646,0.0007160201,0.7095537,0.2759895,0.0006364029,0.00008877127,0.00004512519,0.0005714786],"genre_scores_gemma":[0.009731123,0.01315515,0.001118131,0.3812924,0.5940168,0.00001970645,0.0004652166,0.00003934385,0.0001621207],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.3282613,"threshold_uncertainty_score":0.9999148,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400402049","doi":"10.1016/j.jeph.2024.202648","title":"P1-4 - Vaccination des enfants âgés de 5 à 17 ans contre le coronavirus au Liban - Facteurs influents et attitudes parentales","year":2024,"lang":"fr","type":"article","venue":"Journal of Epidemiology and Population Health","topic":"Vaccine Coverage and Hesitancy","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":"McGill University","funders":"","keywords":"Political science","authors":[{"name":"Dalal Youssef","is_ca":false},{"name":"Malak Kawtharani","is_ca":false},{"name":"Lea Bleibel","is_ca":true},{"name":"Elsa Abboud","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1273896130164219,"gpt":0.4691292850939124,"spread":0.3417396720774905,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006231528,0.000172788,0.0005989244,0.0001645897,0.0006571372,0.00004390505,0.0001180668,0.0002709712,0.000227075],"category_scores_gemma":[0.001164768,0.0001573807,0.0001505477,0.0001926019,0.00007527934,0.001024261,0.00002207093,0.0004694681,0.000007742191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005531746,"about_ca_system_score_gemma":0.001221228,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03265928,"about_ca_topic_score_gemma":0.02539369,"domain_scores_codex":[0.9951608,0.002821824,0.001138805,0.0002131616,0.0001412624,0.0005241173],"domain_scores_gemma":[0.9972386,0.001459892,0.0007685663,0.00007966676,0.00009844412,0.0003548211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004930528,0.00008889575,0.8427956,0.0002355677,0.00007199727,0.00001400299,0.008922982,0.0003199902,0.00000228922,0.04177234,0.003262764,0.1024643],"study_design_scores_gemma":[0.0003627104,0.0002976856,0.9218722,0.0006582193,0.00004739146,0.00008518786,0.0007429358,0.0002492674,0.000001230934,0.05545183,0.02011636,0.0001149799],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8480469,0.1053891,0.001104803,0.04379086,0.001268618,0.0001506775,0.00003197664,0.00001883411,0.0001982315],"genre_scores_gemma":[0.957928,0.03640446,0.0006594685,0.0035342,0.0006902867,0.000002005984,0.00003110124,0.00001299365,0.0007375008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1098811,"threshold_uncertainty_score":0.9923903,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4396766166","doi":"10.1016/j.jeph.2024.202417","title":"CO6.3 - Conversations invitant au changement et à l'humanisation des soins : étude qualitative de l'apport d'une patiente accompagnatrice dans une équipe de neurochirurgie","year":2024,"lang":"fr","type":"article","venue":"Journal of Epidemiology and Population Health","topic":"Health, Medicine and Society","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine","authors":[{"name":"MP. Pomey","is_ca":true},{"name":"E. Le Roux","is_ca":true},{"name":"I. Niyonzima","is_ca":true},{"name":"Lina Normandin","is_ca":true},{"name":"X. Sénéchal","is_ca":true},{"name":"Michel W. Bojanowski","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2231732726590334,"gpt":0.5261257643225643,"spread":0.3029524916635309,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.04251297,0.000305804,0.001086742,0.0003497475,0.001369622,0.0000144471,0.0001360114,0.0007653607,0.00009986349],"category_scores_gemma":[0.00467186,0.0002722505,0.0002196396,0.0006294081,0.000358233,0.000513484,0.00005034186,0.003011613,0.00001587137],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002517011,"about_ca_system_score_gemma":0.006704987,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03744541,"about_ca_topic_score_gemma":0.01436777,"domain_scores_codex":[0.9731994,0.02181008,0.003150851,0.000372458,0.0002913486,0.001175853],"domain_scores_gemma":[0.9847414,0.01172178,0.00207208,0.0001790567,0.0003269793,0.0009587401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001387188,0.0002049298,0.2713911,0.003634521,0.0001721719,0.00002858359,0.5950019,0.000592601,0.000008813558,0.0834822,0.03665503,0.008689377],"study_design_scores_gemma":[0.0009717967,0.001463105,0.8094245,0.002407289,0.0001904267,0.000122617,0.09972989,0.005528776,5.59829e-7,0.04580968,0.03416188,0.0001895183],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6734363,0.01557947,0.05210827,0.2557704,0.002076607,0.0007137378,0.00008654827,0.00003937237,0.0001892672],"genre_scores_gemma":[0.9114443,0.02822055,0.007155053,0.05130864,0.001366254,0.00002435231,0.0001724166,0.00003987042,0.0002685906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5380334,"threshold_uncertainty_score":0.9999729,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400402246","doi":"10.1016/j.jeph.2024.202586","title":"6-6 - Modélisation des tendances spatio-temporelles de santé reproductive, maternelle, néonatale et infantile, Mali","year":2024,"lang":"fr","type":"article","venue":"Journal of Epidemiology and Population Health","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"SickKids Foundation; Hospital for Sick Children; Women's College Hospital; Public Health Ontario; University of Toronto","funders":"","keywords":"Medicine; Psychology; Political science","authors":[{"name":"Mariame Ouedraogo","is_ca":true},{"name":"E. Ge","is_ca":true},{"name":"H.K. Brown","is_ca":true},{"name":"D.G. Bassani","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05023863889747673,"gpt":0.4051397773397251,"spread":0.3549011384422484,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008473041,0.0002189633,0.0008475497,0.0002545908,0.0002068801,0.00002230208,0.0000767782,0.0002482646,0.0001846841],"category_scores_gemma":[0.001509554,0.0001705067,0.0001371311,0.0001995706,0.0002553113,0.0004361589,0.0000292504,0.0006623417,0.0000191133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003515526,"about_ca_system_score_gemma":0.0005162387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005836367,"about_ca_topic_score_gemma":0.0002040451,"domain_scores_codex":[0.9952613,0.001968454,0.00171814,0.000338899,0.0001647192,0.0005485253],"domain_scores_gemma":[0.9974588,0.0009271743,0.0008944121,0.0001556965,0.0001517284,0.0004122563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003323089,0.00008862626,0.8971318,0.003886272,0.0001152329,0.00007207496,0.002301413,0.002608281,0.00001411573,0.0469945,0.01133439,0.03512096],"study_design_scores_gemma":[0.0003825133,0.0007776506,0.8559619,0.004193319,0.00008615833,0.002351413,0.0003166423,0.005634104,0.00001198082,0.1000756,0.03009284,0.0001158218],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6544244,0.294904,0.003274455,0.04475839,0.002213846,0.0001881123,0.00003742179,0.00002018812,0.0001792099],"genre_scores_gemma":[0.8606398,0.1258186,0.004801756,0.00540592,0.002699538,0.000002263617,0.00006424884,0.00001910154,0.000548812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2062154,"threshold_uncertainty_score":0.882288,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410278755","doi":"10.1016/j.jeph.2025.203019","title":"CO10.1 - Maternal occupational multi-exposure during pregnancy and intrauterine growth: analysis of the French Longitudinal Study of Children - ELFE cohort, using data-driven approaches.","year":2025,"lang":"en","type":"article","venue":"Journal of Epidemiology and Population Health","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Cohort; Pregnancy; Cohort study; Obstetrics; Medicine; Longitudinal data; Longitudinal study; Demography; Internal medicine; Biology; Sociology","authors":[{"name":"Marco Tartaglia","is_ca":false},{"name":"Chao Ge","is_ca":false},{"name":"A. Pronk","is_ca":false},{"name":"Nathalie Costet","is_ca":false},{"name":"Sabyne Audignon‐Durand","is_ca":false},{"name":"M. Houot","is_ca":false},{"name":"Katarina Kjellberg","is_ca":false},{"name":"Maxime Turuban","is_ca":false},{"name":"Nel Roeleveld","is_ca":false},{"name":"Jack Siemiatycki","is_ca":true},{"name":"Camille Carles","is_ca":false},{"name":"Corinne Pilorget","is_ca":false},{"name":"Daniel Falkstedt","is_ca":false},{"name":"Sanni Uuksulainen","is_ca":false},{"name":"Michelle Turner","is_ca":false},{"name":"Alexis Descatha","is_ca":false},{"name":"Marie‐Noëlle Dufourg","is_ca":false},{"name":"Fleur Delva","is_ca":false},{"name":"Ronan Garlantézec","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2132300484437489,"gpt":0.4138133087400145,"spread":0.2005832602962657,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002273682,0.00009843057,0.0006242863,0.000148003,0.0002231705,0.000003762732,0.0001828635,0.00007644682,0.00003528024],"category_scores_gemma":[0.0004074502,0.00006901668,0.00004786631,0.00031972,0.0001412475,0.0002054935,0.0001735878,0.000213221,6.788268e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007932629,"about_ca_system_score_gemma":0.00005162511,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00955075,"about_ca_topic_score_gemma":0.001851952,"domain_scores_codex":[0.9972294,0.0009562454,0.001278327,0.000203101,0.0001542509,0.0001786495],"domain_scores_gemma":[0.9978656,0.0002525196,0.001536608,0.0002181436,0.00002444739,0.0001027059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005580363,0.0001569326,0.9842225,0.00009063484,0.0002859998,4.038841e-7,0.0003462633,0.01378168,0.000001812826,0.0001325294,0.00002910379,0.0008962977],"study_design_scores_gemma":[0.0005597887,0.0001581178,0.9769442,0.0001172169,0.0002577513,0.0000208509,0.00003864456,0.02163271,0.000001288507,0.0002246622,0.000001303334,0.00004348677],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946214,0.0005461821,0.003604714,0.0008438898,0.00006295404,0.0002682792,0.00004828079,0.000002067001,0.000002247361],"genre_scores_gemma":[0.9935871,0.0004128997,0.005767972,0.0001767139,0.00002303824,0.000001001864,0.00002470723,0.00000271391,0.000003901443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00785103,"threshold_uncertainty_score":0.9970447,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410278651","doi":"10.1016/j.jeph.2025.203058","title":"P28 - Multiple sclerosis-related healthcare and disease-modifying drug use before and after a cancer diagnosis a multi-national cohort study","year":2025,"lang":"en","type":"article","venue":"Journal of Epidemiology and Population Health","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Vancouver Coastal Health","funders":"Cancer Council South Australia; National Multiple Sclerosis Society; Canada Foundation for Innovation; Canadian Institutes of Health Research; Biogen; Sanofi","keywords":"Medicine; Cohort; Disease; Multiple sclerosis; Cancer; Health care; Drug; Oncology; Internal medicine; Psychiatry; Political science","authors":[{"name":"Chloé Pierret","is_ca":false},{"name":"Huah Shin Ng","is_ca":false},{"name":"Sandra Vukusic","is_ca":false},{"name":"Christine Lebrun‐Frénay","is_ca":false},{"name":"G. Androdias","is_ca":false},{"name":"Feng Zhu","is_ca":true},{"name":"Helen Tremlett","is_ca":true},{"name":"Emmanuelle Leray","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1747514915717608,"gpt":0.4499509007020099,"spread":0.2751994091302491,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004219083,0.000180728,0.0008937383,0.0003556322,0.0003856967,0.0000164317,0.000039183,0.000102875,0.0000158297],"category_scores_gemma":[0.01008356,0.0001368516,0.00007387119,0.0001850902,0.0001637887,0.0002174444,0.00007705342,0.0005127979,2.438636e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002567959,"about_ca_system_score_gemma":0.0003357849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005389547,"about_ca_topic_score_gemma":0.005721253,"domain_scores_codex":[0.9967206,0.00117317,0.001169484,0.0003378508,0.0002490532,0.000349855],"domain_scores_gemma":[0.9962512,0.002055722,0.0005399282,0.0001201403,0.0004053427,0.0006276473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006191902,0.0002126839,0.9877762,0.0003705767,0.0002595918,0.000005465461,0.0009758566,0.00005481586,0.000001082904,0.0000866175,0.001447793,0.008190162],"study_design_scores_gemma":[0.003134941,0.0002594925,0.9906873,0.0009721865,0.000100883,0.000009883185,0.0002281238,0.003838481,1.406276e-7,0.000427587,0.0002632012,0.00007774799],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9244547,0.01722887,0.00006795862,0.0569562,0.0001418978,0.001068405,0.00006861542,0.00001250954,7.77268e-7],"genre_scores_gemma":[0.9734791,0.01957184,0.001233859,0.005252926,0.00008860402,0.0002852539,0.00002288389,0.00001115233,0.00005436388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05170327,"threshold_uncertainty_score":0.998255,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410278712","doi":"10.1016/j.jeph.2025.203063","title":"P33 - Longitudinal patterns of adolescents health-related behaviors in Canada","year":2025,"lang":"en","type":"article","venue":"Journal of Epidemiology and Population Health","topic":"School Health and Nursing Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Université de Montréal; Ottawa Hospital; Centre Hospitalier de l’Université de Montréal; Computer Research Institute of Montréal","funders":"","keywords":"Longitudinal study; Psychology; Adolescent health; Developmental psychology; Longitudinal data; Geography; Environmental health; Demography; Medicine; Sociology; Nursing","authors":[{"name":"Y. Omorou","is_ca":false},{"name":"Miriam Silvestre","is_ca":true},{"name":"Jennifer Brunet","is_ca":true},{"name":"Jennifer O’Loughlin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1012037300404076,"gpt":0.4920840476510008,"spread":0.3908803176105933,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006810015,0.0001086255,0.0008440298,0.0003686029,0.0003007259,7.06051e-7,0.00008686414,0.0001660421,0.00004246943],"category_scores_gemma":[0.001235993,0.00009559569,0.00004334475,0.0002515609,0.00002215366,0.00008122606,0.00001423662,0.0009637088,7.50582e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00157982,"about_ca_system_score_gemma":0.007006582,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9063781,"about_ca_topic_score_gemma":0.7722559,"domain_scores_codex":[0.992869,0.003157201,0.003184724,0.0001591977,0.0001155898,0.0005142775],"domain_scores_gemma":[0.995627,0.001124124,0.002645439,0.0001348858,0.0001513779,0.0003172159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001614013,0.00005041565,0.9825556,0.0007698489,0.000006782067,9.001429e-7,0.0004419668,0.00005850713,3.137882e-7,0.0006070253,0.006988193,0.008359106],"study_design_scores_gemma":[0.0008117643,0.0001518224,0.9932167,0.002768292,0.000008157676,0.000008555958,0.0008726353,0.00005902417,1.951589e-7,0.001537125,0.0005190443,0.00004671993],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9518614,0.004273844,0.0001883463,0.04051386,0.002782724,0.0003503527,0.00001167608,0.000004163353,0.00001363786],"genre_scores_gemma":[0.9912837,0.0009938668,0.0002734496,0.007267593,0.00008780776,0.000005314529,0.00003160935,0.000006084196,0.00005053526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1341222,"threshold_uncertainty_score":0.9986228,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410278718","doi":"10.1016/j.jeph.2025.202994","title":"CO1.2 - G-computation for increasing performances of clinical trials with individual randomization and binary response","year":2025,"lang":"en","type":"article","venue":"Journal of Epidemiology and Population Health","topic":"Statistical Methods in Clinical Trials","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval; The Quebec Population Health Research Network","funders":"","keywords":"Randomization; Binary number; Computation; Restricted randomization; Computer science; Clinical trial; Mathematics; Psychology; Medicine; Arithmetic; Algorithm; Internal medicine","authors":[{"name":"Joe de Keizer","is_ca":false},{"name":"Rémi Lenain","is_ca":false},{"name":"Raphaël Porcher","is_ca":false},{"name":"Sarah Zohar","is_ca":false},{"name":"Arthur Chatton","is_ca":true},{"name":"Yohann Foucher","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.7986865989665263,"gpt":0.711800990182908,"spread":0.08688560878361828,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2478156,0.00009189231,0.002094556,0.0002029343,0.0001197452,0.000005769017,0.00004435207,0.0001863723,0.000003903569],"category_scores_gemma":[0.5911385,0.00005943427,0.0001181047,0.0001158415,0.000160948,0.0000913476,0.00001558518,0.0002307653,2.974208e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001721766,"about_ca_system_score_gemma":0.0002271105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001728741,"about_ca_topic_score_gemma":0.000002846155,"domain_scores_codex":[0.9569048,0.0363225,0.006286962,0.0001859593,0.0001285905,0.0001712029],"domain_scores_gemma":[0.573276,0.4220176,0.004343726,0.00006372685,0.0002039535,0.00009491678],"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":[0.1217803,0.0001597788,0.62642,0.0008790485,0.0003225452,9.522413e-7,0.0002502035,0.0005121715,0.000009097119,0.05591894,0.001389771,0.1923572],"study_design_scores_gemma":[0.007786636,0.001544278,0.4697568,0.000432312,0.0001945506,0.00001960919,0.00006297043,0.005209503,0.000002872328,0.5148721,0.00007200715,0.00004637245],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6277216,0.0005927325,0.367937,0.003062928,0.0002614563,0.0004023405,0.00001448947,0.000004044298,0.0000034142],"genre_scores_gemma":[0.4587139,0.0004706268,0.5401486,0.000521895,0.0001295119,0.000003575023,0.000003960848,0.000004138959,0.000003725477],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4589531,"threshold_uncertainty_score":0.7745321,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410278663","doi":"10.1016/j.jeph.2025.203073","title":"P42 - Neighborhood social mix and the time to use of care in stroke - A cross-sectional study in France, from ObA2 observatory, 2019","year":2025,"lang":"en","type":"article","venue":"Journal of Epidemiology and Population Health","topic":"Healthcare Systems and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Cross-sectional study; Observatory; Stroke (engine); Medicine; Geography; Psychology; Engineering; Physics; Astronomy","authors":[{"name":"É. Lesaine","is_ca":false},{"name":"S. Domecq","is_ca":false},{"name":"Igor Sibon","is_ca":false},{"name":"Yan Kestens","is_ca":true},{"name":"F. Saillour-Glénisson","is_ca":false},{"name":"Florence Francis-Oliviero","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1723968446966893,"gpt":0.5276736642040478,"spread":0.3552768195073585,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01220655,0.000106364,0.0009164799,0.0002287363,0.0004148814,0.000006385498,0.00008001315,0.0002736523,0.0000525324],"category_scores_gemma":[0.003970869,0.00007385601,0.00005326116,0.0002072692,0.0000566528,0.0002776429,0.00004330332,0.0009533736,0.000003085076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001537354,"about_ca_system_score_gemma":0.0005615789,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0346227,"about_ca_topic_score_gemma":0.007194284,"domain_scores_codex":[0.9862802,0.01069672,0.002418889,0.0001888717,0.0001261218,0.0002892075],"domain_scores_gemma":[0.9876581,0.0104219,0.001499087,0.0001132441,0.0001980559,0.0001095413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009624891,0.00004161465,0.9891833,0.0001652839,0.00002851754,0.000001064344,0.005014331,0.00008321436,8.54818e-7,0.001876452,0.001014551,0.001628348],"study_design_scores_gemma":[0.002381159,0.0002680581,0.9848999,0.000232498,0.000007906467,0.000001266007,0.001360294,0.0001311285,1.453892e-8,0.001239838,0.009433388,0.00004453661],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9737503,0.004047756,0.00004851645,0.02056371,0.0005825971,0.0008841203,0.00007781811,0.000003394687,0.00004180097],"genre_scores_gemma":[0.9922943,0.0002712834,0.0002638837,0.006645543,0.0002437321,0.00001721309,0.0000142603,0.000005616809,0.0002441406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02742841,"threshold_uncertainty_score":0.9718058,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406824097","doi":"10.1016/j.jeph.2024.202803","title":"The association of medical cannabis use with quality of life in Illinois’ opioid alternative pilot program","year":2025,"lang":"en","type":"article","venue":"Journal of Epidemiology and Population Health","topic":"Cannabis and Cannabinoid Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"National Institute of Mental Health; University of Illinois at Urbana-Champaign; Iowa Department of Public Health","keywords":"Cannabis; Medical cannabis; Association (psychology); Opioid; Psychology; Medicine; Psychiatry; Psychotherapist; Internal medicine","authors":[{"name":"Cerina Dubois","is_ca":false},{"name":"Julie Bobitt","is_ca":false},{"name":"Lei Ding","is_ca":true},{"name":"Dean T. Eurich","is_ca":true},{"name":"Ashley A. Knapp","is_ca":false},{"name":"Neil Jordan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09830381489685389,"gpt":0.4688145203772429,"spread":0.370510705480389,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01585837,0.00007184283,0.0007511503,0.0001818432,0.00007051999,0.000003795065,0.00008049457,0.0001227123,0.000009094892],"category_scores_gemma":[0.01620979,0.00004095214,0.00006744712,0.0002481606,0.0001427215,0.00006065288,0.00002077119,0.0005016518,5.915296e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000205342,"about_ca_system_score_gemma":0.001242977,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01265536,"about_ca_topic_score_gemma":0.00407409,"domain_scores_codex":[0.9959435,0.001654402,0.001636364,0.0001051917,0.0004329001,0.0002275833],"domain_scores_gemma":[0.9966174,0.0009603045,0.001607969,0.0001120762,0.0005039081,0.0001982991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001416005,0.0001852429,0.9699047,0.000264234,0.00008453347,0.000001138399,0.0001805599,0.00006504334,0.000003180011,0.00741084,0.007603046,0.01288148],"study_design_scores_gemma":[0.001614021,0.001568654,0.9888296,0.0002965888,0.00001372304,0.00000729985,0.0001337756,0.0004664162,0.000004186633,0.001441549,0.005596423,0.00002781733],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8539166,0.002049569,0.0002133835,0.1433547,0.000113003,0.0003241991,0.000004957324,0.000002350635,0.00002113442],"genre_scores_gemma":[0.9938027,0.00339775,0.0003627214,0.001956082,0.00008561007,0.000009644651,0.00000878046,0.000003883401,0.0003727842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1413987,"threshold_uncertainty_score":0.9939194,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409157871","doi":"10.1016/j.jeph.2025.202990","title":"Validation of a generative artificial intelligence tool for the critical appraisal of articles on the epidemiology of mental health: Its application in the Middle East and North Africa","year":2025,"lang":"en","type":"article","venue":"Journal of Epidemiology and Population Health","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","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":"Middle East; Critical appraisal; Mental health; Generative grammar; Epidemiology; Psychology; North east; Geography; Artificial intelligence; Medicine; Computer science; Psychiatry; History; Alternative medicine; Ethnology; Pathology; Archaeology","authors":[{"name":"Moussa Cheima","is_ca":false},{"name":"Gelle Thibaut","is_ca":false},{"name":"Preux Pierre-Marie","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.5333452892192624,"gpt":0.5201651295202311,"spread":0.0131801596990313,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01008984,0.00007933919,0.0005119761,0.0001123336,0.0002144522,0.000001690834,0.00007862606,0.00008211644,0.000003623175],"category_scores_gemma":[0.01586337,0.00004209021,0.00006745875,0.0002335264,0.0002926877,0.00004904102,0.0000105274,0.0002390257,1.577569e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004489455,"about_ca_system_score_gemma":0.0002609039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004886244,"about_ca_topic_score_gemma":0.0002077665,"domain_scores_codex":[0.995949,0.001690871,0.001951556,0.0001298171,0.0000905821,0.0001882023],"domain_scores_gemma":[0.976259,0.02209846,0.001170733,0.0001493014,0.0002692268,0.00005329104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001206013,0.0003132092,0.4452698,0.0005264745,0.00004526662,7.753646e-8,0.0192659,0.001527521,0.00008402647,0.4317136,0.0004422976,0.09960574],"study_design_scores_gemma":[0.0001892422,0.003897019,0.7176074,0.0008061268,0.00009863607,0.00004360887,0.02471649,0.05737561,0.001171586,0.193544,0.0004400446,0.0001102215],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7886213,0.003522579,0.04013934,0.1668186,0.0002048804,0.0006764512,0.00001265519,0.000001310696,0.000002823926],"genre_scores_gemma":[0.9947467,0.0008729889,0.001565977,0.002635847,0.0001284718,0.00002995121,0.00001568034,0.000002928616,0.000001389758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2723376,"threshold_uncertainty_score":0.9924265,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400905307","doi":"10.1016/j.jeph.2024.202764","title":"Assessing agreement between population-level administrative pharmaceutical databases and patient-reported medication dispensation in cardiac rehabilitation patients","year":2024,"lang":"en","type":"article","venue":"Journal of Epidemiology and Population Health","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Alberta Health; Total (Canada); Alberta Health Services; Libin Cardiovascular Institute of Alberta; University of Alberta; University of Calgary","funders":"Cumming School of Medicine, University of Calgary","keywords":"Pharmacoepidemiology; Rehabilitation; Medicine; Patient data; Medical emergency; Database; Intensive care medicine; Physical therapy; Computer science; Pharmacology","authors":[{"name":"Danielle A. Southern","is_ca":true},{"name":"Codie R. Rouleau","is_ca":true},{"name":"Stephen B. Wilton","is_ca":true},{"name":"Sandeep Aggarwal","is_ca":true},{"name":"Michelle M. Graham","is_ca":true},{"name":"Erik Youngson","is_ca":true},{"name":"A FinlayMcAlister","is_ca":true},{"name":"Hude Quan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4482226328368892,"gpt":0.5705661208850553,"spread":0.1223434880481661,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003834927,0.0001300551,0.0005874144,0.0002720474,0.000101639,0.00001767521,0.00002135685,0.00008929086,0.00002260934],"category_scores_gemma":[0.004732018,0.000101637,0.00006800585,0.000168695,0.00006629825,0.0007809964,0.00001783923,0.0004266696,9.305901e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001938347,"about_ca_system_score_gemma":0.0001288221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003758647,"about_ca_topic_score_gemma":0.00002190091,"domain_scores_codex":[0.9964203,0.001254059,0.001633469,0.0002387003,0.0002488269,0.0002046062],"domain_scores_gemma":[0.9941937,0.004490955,0.0008284946,0.00008808627,0.0001119128,0.0002867937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001493662,0.00008138268,0.9035004,0.0002794609,0.00006666534,0.000003449326,0.000445685,0.00001345179,0.000004198269,0.0009110315,0.0001605222,0.09438432],"study_design_scores_gemma":[0.0007592468,0.0006334083,0.9919378,0.000496863,0.0001515849,0.00002121,0.000222551,0.002250353,0.000002263568,0.001263491,0.002183374,0.00007787995],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9781492,0.002588319,0.001168183,0.01710762,0.0004362803,0.000493474,0.00002456626,0.00001030479,0.00002202406],"genre_scores_gemma":[0.99311,0.0007770578,0.004297722,0.001141323,0.0001442145,0.000005563152,0.0005117183,0.000008324724,0.000004060563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09430644,"threshold_uncertainty_score":0.566501,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400401994","doi":"10.1016/j.jeph.2024.202642","title":"18-5 - Exposome professionnel des travailleurs \" cols blancs \" : résultats de l’étude « Prostate Cancer and Environment Study »","year":2024,"lang":"fr","type":"article","venue":"Journal of Epidemiology and Population Health","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Humanities; Sociology; Philosophy; Political science","authors":[{"name":"Monica Dayana Romero Cely","is_ca":false},{"name":"Hugues Richard","is_ca":true},{"name":"M-E. Parent","is_ca":true},{"name":"C. Barul","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1131183509466656,"gpt":0.404035305732583,"spread":0.2909169547859174,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01132387,0.0003019357,0.0007732922,0.0001525438,0.0005746727,0.00002632905,0.0001081604,0.0002215381,0.0006546017],"category_scores_gemma":[0.0006932445,0.0002558196,0.00007344507,0.0001607966,0.0005960793,0.0005119311,0.00009797492,0.0008983621,0.00003034108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001140467,"about_ca_system_score_gemma":0.0001716578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003897538,"about_ca_topic_score_gemma":0.0005891216,"domain_scores_codex":[0.9931464,0.00354342,0.001609615,0.0005968394,0.0002508308,0.0008529448],"domain_scores_gemma":[0.9966498,0.001550108,0.0008618346,0.0001644984,0.00001428204,0.0007594504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009791036,0.0002385044,0.7992364,0.0004066588,0.00007171847,0.00004700801,0.01068218,0.003822063,0.00006913542,0.0001221627,0.001477666,0.1837286],"study_design_scores_gemma":[0.000798383,0.001413162,0.9764093,0.0009880329,0.00009455184,0.0002012743,0.002763059,0.003480668,0.000005094353,0.006449259,0.007189941,0.0002072536],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8906189,0.0767215,0.001266819,0.02939704,0.0008306254,0.001091042,0.00004512937,0.00001196079,0.00001696056],"genre_scores_gemma":[0.8713541,0.1220244,0.002707758,0.002961495,0.0003243061,0.00004346453,0.000007296798,0.0000309258,0.0005462737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1835213,"threshold_uncertainty_score":0.9999894,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4396765959","doi":"10.1016/j.jeph.2024.202486","title":"P46 - Validation des propriétés psychométriques de l'EMOWI (« Ecological MOmentary Well-being Instrument ») chez les adolescents canadiens","year":2024,"lang":"fr","type":"article","venue":"Journal of Epidemiology and Population Health","topic":"Psychological Well-being and Life Satisfaction","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Waterloo; Université de Montréal; Brock University","funders":"","keywords":"Ecology; Psychology; Biology","authors":[{"name":"Marie Buzzi","is_ca":false},{"name":"Karen A. Patte","is_ca":true},{"name":"Yan Kestens","is_ca":true},{"name":"Grégory Moullec","is_ca":true},{"name":"Lætitia Minary","is_ca":false},{"name":"Jennifer O’Loughlin","is_ca":true},{"name":"Scott T. Leatherdale","is_ca":true},{"name":"Nelly Agrinier","is_ca":false},{"name":"Jonathan Epstein","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0870933228820927,"gpt":0.4243000606551564,"spread":0.3372067377730636,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01148542,0.0003418307,0.0009095818,0.0003552762,0.0004971567,0.00004337713,0.00015539,0.0007909935,0.0008688967],"category_scores_gemma":[0.000836922,0.0002852433,0.0002464198,0.0002956822,0.0003764253,0.0002982966,0.00002896885,0.001496576,0.00003781818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001108837,"about_ca_system_score_gemma":0.0002251272,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01275656,"about_ca_topic_score_gemma":0.0009315456,"domain_scores_codex":[0.989619,0.006612766,0.002131831,0.0005272166,0.0001694918,0.0009397108],"domain_scores_gemma":[0.9968044,0.001201365,0.001034926,0.0001898911,0.00009774481,0.0006717318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003132244,0.000284451,0.7833874,0.0005717876,0.0001841605,0.00005895178,0.002564769,0.0003648278,0.00001831356,0.01219422,0.0116389,0.188419],"study_design_scores_gemma":[0.0007288285,0.001666517,0.8669404,0.001579564,0.0001009016,0.001132521,0.0004018111,0.0007499329,0.000006204918,0.08999082,0.03648471,0.0002177666],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9104399,0.03051561,0.003727151,0.04806387,0.005788268,0.0003845159,0.00001717253,0.0000565134,0.001007001],"genre_scores_gemma":[0.9678234,0.02094388,0.003285829,0.005610526,0.001474432,0.00001034775,0.00005634672,0.00002764736,0.0007676316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1882012,"threshold_uncertainty_score":0.9999599,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4396781226","doi":"10.1016/j.jeph.2024.202416","title":"CO6.2 - Évaluer l'impact de l'accompagnement des patients dans le suivi des patients ayant bénéficié d'une replantation microchirurgicale d'urgence d'un membre supérieur : un essai pragmatique randomisé","year":2024,"lang":"fr","type":"article","venue":"Journal of Epidemiology and Population Health","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Université de Montréal","funders":"","keywords":"Replantation; Medicine; Gynecology; Humanities; Art; Surgery","authors":[{"name":"MP. Pomey","is_ca":true},{"name":"Marie Laberge","is_ca":true},{"name":"Marc Nadon","is_ca":true},{"name":"E. Le Roux","is_ca":true},{"name":"Monica Iliescu‐Nelea","is_ca":true},{"name":"AM. Danino","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08103234793796886,"gpt":0.4379437404063979,"spread":0.356911392468429,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01033178,0.0003444619,0.001448662,0.0002767352,0.0004129476,0.00001809269,0.0001174892,0.0003008576,0.0001890363],"category_scores_gemma":[0.004918651,0.000267332,0.0003282106,0.0003409739,0.0003694386,0.0003986704,0.00003412639,0.0006808991,0.000005484594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007958829,"about_ca_system_score_gemma":0.0006822058,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00818425,"about_ca_topic_score_gemma":0.0004299522,"domain_scores_codex":[0.991221,0.004699587,0.002628895,0.0003492309,0.0002704848,0.0008307961],"domain_scores_gemma":[0.9932652,0.003736529,0.001637165,0.0001871299,0.0004972045,0.0006767379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001583282,0.0006367613,0.9305711,0.001925032,0.0003815446,0.00002767985,0.01504548,0.001094545,0.00008234971,0.001102558,0.002866604,0.04468304],"study_design_scores_gemma":[0.00605488,0.001784618,0.9693892,0.006988271,0.0003147213,0.0001378413,0.001026628,0.002161616,0.0003558116,0.008540078,0.003038731,0.0002075896],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9033448,0.07724299,0.0148978,0.002769272,0.001051135,0.0004932923,0.0001264139,0.00001703752,0.00005732567],"genre_scores_gemma":[0.9383612,0.05126769,0.008530841,0.0009396431,0.0003733805,0.000008694386,0.0003582882,0.00002976394,0.0001305453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04447545,"threshold_uncertainty_score":0.9999779,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400402321","doi":"10.1016/j.jeph.2024.202569","title":"3-1 - CO·MMUNITY, la Cohorte de naissance québécoise sur l'immunité et la santé, Québec, Canada","year":2024,"lang":"fr","type":"article","venue":"Journal of Epidemiology and Population Health","topic":"Migration, Health and Trauma","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine; Université du Québec en Outaouais; Institut National de la Recherche Scientifique","funders":"","keywords":"Medicine","authors":[{"name":"M-C. Rousseau","is_ca":true},{"name":"M-E. Parent","is_ca":true},{"name":"Philippe Corsenac","is_ca":true},{"name":"Charlotte Salmon","is_ca":true},{"name":"Canisius Fantodji","is_ca":true},{"name":"P. Jantchou","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05369932889981564,"gpt":0.444681847936814,"spread":0.3909825190369983,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.02100617,0.0002717236,0.0009759603,0.0002438093,0.0004233606,0.00002689255,0.0001833916,0.0004995766,0.0004678445],"category_scores_gemma":[0.002343972,0.0002545149,0.0001424229,0.0002274655,0.0002329436,0.0002319956,0.00001506488,0.002011829,0.0000123671],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005432978,"about_ca_system_score_gemma":0.00855682,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9826603,"about_ca_topic_score_gemma":0.9829826,"domain_scores_codex":[0.9783343,0.01836857,0.002153736,0.0002632484,0.0001584541,0.0007216774],"domain_scores_gemma":[0.9841127,0.01363315,0.001144913,0.0002743684,0.000149473,0.0006854343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002597374,0.00012934,0.5662761,0.0009584673,0.000204301,0.0001257048,0.00705565,0.0003123142,0.000001657993,0.09331226,0.2740419,0.05732261],"study_design_scores_gemma":[0.0003785231,0.0002403563,0.5359558,0.0004444177,0.00004225234,0.00164728,0.0003369153,0.0004031357,2.186343e-7,0.00494067,0.4555025,0.0001079709],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5561922,0.3041999,0.001194308,0.1329804,0.00248233,0.0002511081,0.0001204792,0.00002510656,0.00255414],"genre_scores_gemma":[0.9308261,0.04136159,0.0005969648,0.02501274,0.0006086103,0.000006083985,0.00008698303,0.000031941,0.001468955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.374634,"threshold_uncertainty_score":0.9999907,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4396781321","doi":"10.1016/j.jeph.2024.202421","title":"CO7.2 - Validation de l'EMoWI (« Ecological Momentary Wellbeing Instrument ») pour l’évaluation longitudinale intensive du bien-être instantané","year":2024,"lang":"fr","type":"article","venue":"Journal of Epidemiology and Population Health","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Université de Montréal","funders":"","keywords":"Valuation (finance); Forestry; Geography; Economics","authors":[{"name":"Marie Buzzi","is_ca":false},{"name":"Grégory Moullec","is_ca":true},{"name":"Yan Kestens","is_ca":true},{"name":"Lætitia Minary","is_ca":false},{"name":"Jennifer O’Loughlin","is_ca":true},{"name":"borde thierry","is_ca":true},{"name":"Benoît Lalloué","is_ca":false},{"name":"Nelly Agrinier","is_ca":false},{"name":"Jonathan Epstein","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1595181301140724,"gpt":0.4029888420611757,"spread":0.2434707119471033,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01045399,0.0002265206,0.0006714263,0.0001876677,0.0004032117,0.00003435311,0.000100013,0.0003062004,0.001413392],"category_scores_gemma":[0.001802121,0.0001936601,0.000128599,0.0002583359,0.0001778123,0.0006199526,0.00007423674,0.0006457812,0.0000697927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001916972,"about_ca_system_score_gemma":0.0002606348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002104156,"about_ca_topic_score_gemma":0.0003050895,"domain_scores_codex":[0.9950391,0.002056917,0.001662294,0.0003275025,0.0002215354,0.000692673],"domain_scores_gemma":[0.9964468,0.001793441,0.001000946,0.000111802,0.00007973147,0.0005672145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001314789,0.0001179887,0.8789076,0.0003981651,0.00004301349,0.0000638516,0.002317781,0.004229707,0.00006517976,0.002525426,0.02746375,0.08373603],"study_design_scores_gemma":[0.0005199831,0.001236576,0.9330568,0.00101245,0.00009001848,0.00124155,0.000965188,0.02358276,0.00001279175,0.02885836,0.009265756,0.0001577727],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7421805,0.01485157,0.001593184,0.2392419,0.001775573,0.0002707166,0.00002963852,0.00001353101,0.00004340645],"genre_scores_gemma":[0.9248257,0.05426298,0.003625574,0.01612292,0.0009085626,0.000004792656,0.00009047677,0.0000163456,0.0001426186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.223119,"threshold_uncertainty_score":0.9994994,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4396766131","doi":"10.1016/j.jeph.2024.202420","title":"CO7.1 - Pondération par avis d'expert versus modèles statistiques pour la création d'un score composite des dimensions du questionnaire Flare-OA-16 pour les poussées d'arthrose des membres inférieurs.","year":2024,"lang":"fr","type":"article","venue":"Journal of Epidemiology and Population Health","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa; Institute for Work & Health; University of Toronto","funders":"","keywords":"Humanities; Physics; Psychology; Art","authors":[{"name":"Marc Soudant","is_ca":false},{"name":"J. Epstein","is_ca":false},{"name":"Dorcas Beaton","is_ca":true},{"name":"S.M. Cembalo","is_ca":false},{"name":"Shawna Grosskleg","is_ca":true},{"name":"ML. Erpelding","is_ca":false},{"name":"George A. Wells","is_ca":true},{"name":"F. Guillemin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06104806020719526,"gpt":0.3910560033317336,"spread":0.3300079431245383,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00696707,0.000364542,0.000977817,0.0004313806,0.0008189103,0.00005581743,0.00007838134,0.0004607967,0.000106194],"category_scores_gemma":[0.007109309,0.0002944394,0.0002611044,0.0002636229,0.0007800439,0.0007280752,0.00003107239,0.0007068312,0.00001113664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005396272,"about_ca_system_score_gemma":0.0005184121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002574896,"about_ca_topic_score_gemma":0.0006894178,"domain_scores_codex":[0.9911084,0.005778095,0.001972361,0.0003888433,0.0002488197,0.0005034502],"domain_scores_gemma":[0.991681,0.006122289,0.0009702605,0.0001746486,0.0005670695,0.0004847692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001215656,0.0004063769,0.590473,0.00500217,0.0004330046,0.00005802562,0.006644793,0.002876309,0.001367201,0.07183146,0.007390099,0.3123019],"study_design_scores_gemma":[0.001461569,0.001629658,0.9101441,0.00787684,0.0001963773,0.0004430134,0.001139676,0.01716957,0.00004927251,0.05815125,0.00149023,0.0002484647],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7093606,0.1743394,0.07566222,0.03869327,0.001412424,0.0003731276,0.00003975095,0.0000645458,0.00005466571],"genre_scores_gemma":[0.9257964,0.04239273,0.02897623,0.0009815238,0.001379901,0.0000112159,0.0002628193,0.00004063729,0.0001585223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3196711,"threshold_uncertainty_score":0.9999508,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4396780077","doi":"10.1016/j.jeph.2024.202502","title":"P62 - Modélisation médico-économique de la toxine botulique dans la prise en charge des dysménorrhées sévères","year":2024,"lang":"fr","type":"article","venue":"Journal of Epidemiology and Population Health","topic":"Hereditary Neurological Disorders","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval; Centre hospitalier de l'Université Laval","funders":"","keywords":"Physics","authors":[{"name":"JM. Kouame","is_ca":false},{"name":"JR Guertin","is_ca":true},{"name":"Éric Bautrant","is_ca":false},{"name":"C. Leveque","is_ca":false},{"name":"Carole Siani","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08094466765107053,"gpt":0.3808079225927773,"spread":0.2998632549417068,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01188815,0.0002407967,0.0006770162,0.0002388204,0.0002683883,0.00005091555,0.0001761486,0.0005355143,0.0001670253],"category_scores_gemma":[0.01435187,0.0002037154,0.00016565,0.0002119733,0.0006700368,0.0006282142,0.00004047174,0.001177579,0.00001113916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000278945,"about_ca_system_score_gemma":0.000447835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001173338,"about_ca_topic_score_gemma":0.0001227269,"domain_scores_codex":[0.9836009,0.0139414,0.001428589,0.0003849792,0.00008432054,0.0005598139],"domain_scores_gemma":[0.983278,0.01545678,0.0006560936,0.0001383999,0.00004100605,0.0004297225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002966255,0.000250171,0.5276887,0.0008680687,0.00005105871,0.0002800616,0.003298647,0.02081676,0.001204605,0.4030808,0.006078307,0.03608621],"study_design_scores_gemma":[0.0004525406,0.001336948,0.677744,0.000501795,0.00005024773,0.002672815,0.0001007286,0.07800591,0.00006678237,0.201092,0.03775813,0.0002180529],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9059389,0.02450777,0.0170212,0.05065186,0.001239386,0.0002339531,0.00003994519,0.00004190371,0.0003251206],"genre_scores_gemma":[0.9635535,0.02531177,0.002208367,0.007909302,0.0006698754,0.000006891907,0.00001144258,0.0000252773,0.000303541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2019888,"threshold_uncertainty_score":0.9939507,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400401960","doi":"10.1016/j.jeph.2024.202615","title":"12-6 - Inégalités dans l'accumulation des comportements malsains liées à l'exposition à la défavorisation du quartier au Québec : une analyse de données couplées, Québec, Canada","year":2024,"lang":"fr","type":"article","venue":"Journal of Epidemiology and Population Health","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"","keywords":"Humanities; Art","authors":[{"name":"O.S. Samadoulougou","is_ca":true},{"name":"A. Lebel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0974824027644533,"gpt":0.3924843673819376,"spread":0.2950019646174843,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009088149,0.0002117208,0.0006513855,0.0001613447,0.0009839612,0.00004030288,0.0001218016,0.0002653406,0.00009474686],"category_scores_gemma":[0.0006677838,0.0001912188,0.0001574697,0.0003255611,0.0004577635,0.0008387763,0.00001027181,0.0004380555,0.000001282208],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.003878365,"about_ca_system_score_gemma":0.009021999,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9983816,"about_ca_topic_score_gemma":0.9995053,"domain_scores_codex":[0.9942287,0.002820594,0.001905334,0.0002810105,0.0002707949,0.000493556],"domain_scores_gemma":[0.9963392,0.001772989,0.001189731,0.0001174889,0.0001620233,0.0004185375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007614439,0.0000826157,0.960434,0.0003584767,0.0001189927,0.00001618399,0.01709772,0.002955859,0.000006185136,0.003565375,0.002566078,0.0127224],"study_design_scores_gemma":[0.0002302384,0.0001688862,0.959367,0.000428437,0.0001688899,0.00001999405,0.001954568,0.008076751,0.000001769808,0.006394811,0.02304104,0.0001476083],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8871824,0.02109182,0.006634605,0.08373968,0.001055111,0.0001694508,0.00003078847,0.00001868054,0.00007753388],"genre_scores_gemma":[0.9940336,0.002595838,0.0006915839,0.001330534,0.0009556923,0.000003339103,0.0001095746,0.00001369448,0.0002660804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1068513,"threshold_uncertainty_score":0.9999456,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400402265","doi":"10.1016/j.jeph.2024.202572","title":"3-4 - « Vive les masques » ou « A bas les masques » ? Quand un algorithme a du mal à classer les sentiments","year":2024,"lang":"fr","type":"article","venue":"Journal of Epidemiology and Population Health","topic":"Linguistics and Discourse Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Toronto; Public Health Agency of Canada; Cegep de Saint Hyacinthe","funders":"","keywords":"Art; Political science; Humanities","authors":[{"name":"J. Denis-Robichaud","is_ca":true},{"name":"Jianlei Niu","is_ca":true},{"name":"Erin E. Rees","is_ca":true},{"name":"Hélène Carabin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1379403829982985,"gpt":0.3997820470056008,"spread":0.2618416640073024,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00430847,0.0003139677,0.001029771,0.0003865143,0.001047492,0.0001663996,0.0001175011,0.0002872826,0.00148152],"category_scores_gemma":[0.0007199256,0.0002448075,0.0003787191,0.00007212035,0.0003702788,0.0002977701,0.00004343683,0.0006531788,0.00001476113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001412606,"about_ca_system_score_gemma":0.000198751,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02059296,"about_ca_topic_score_gemma":0.00184689,"domain_scores_codex":[0.9955671,0.001562943,0.001847257,0.0003284336,0.0001963741,0.0004978746],"domain_scores_gemma":[0.9967587,0.001413917,0.001077505,0.000136277,0.0002992264,0.00031436],"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":[0.00009933393,0.0001440991,0.1613128,0.0004795275,0.0007034863,0.00006988724,0.002650017,0.0002211841,6.480226e-7,0.7828636,0.01352346,0.03793206],"study_design_scores_gemma":[0.0005563422,0.0008609527,0.0789758,0.001366342,0.0008595101,0.0002151379,0.003670189,0.01849123,0.000001886895,0.1063984,0.7882252,0.0003790817],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2701876,0.5394594,0.008681902,0.1696609,0.006118662,0.0003701869,0.0004214262,0.00006695437,0.005032989],"genre_scores_gemma":[0.9250031,0.05571834,0.002836785,0.001676494,0.008893769,0.000003961188,0.0001256756,0.00003746198,0.00570447],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7747017,"threshold_uncertainty_score":0.9994313,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}