{"id":"W2802254896","doi":"10.1126/sciadv.abn3328","title":"Epidemiology beyond its limits","year":2022,"lang":"en","type":"article","venue":"Science Advances","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences; National Institute on Aging; U.S. National Library of Medicine; National Institute of General Medical Sciences; National Cancer Institute; Fogarty International Center","keywords":"Epidemiology; Public health; Breast cancer; Alcohol consumption; Quarter (Canadian coin); Medicine; Gerontology; Environmental health; History; Cancer; Pathology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.05272794,0.001214399,0.002769056,0.004449009,0.002742865,0.0103214,0.002001842,0.009502403,0.004051793],"category_scores_gemma":[0.1222937,0.0008618175,0.001980703,0.002593593,0.02281252,0.02220068,0.007129913,0.0238167,0.001070345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00605518,"about_ca_system_score_gemma":0.008808702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005042925,"about_ca_topic_score_gemma":0.004549904,"domain_scores_codex":[0.9551892,0.02846344,0.003410151,0.004052548,0.007978372,0.0009063276],"domain_scores_gemma":[0.7928072,0.1844978,0.003160784,0.004910493,0.01251447,0.002109322],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001266027,0.00005203105,0.002280421,0.00103676,0.0001381997,0.0002297326,0.002108954,0.0007178665,0.0002516329,0.5095733,0.3825087,0.1009757],"study_design_scores_gemma":[0.00003074651,0.00005018606,0.0007617074,0.002513914,0.00005221083,0.0004253934,0.0005838526,0.0004147871,0.0001695265,0.2762412,0.7187013,0.00005521888],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001013302,0.1898147,0.01077533,0.6979841,0.08496656,0.00004065031,0.000224422,0.00007793869,0.01510292],"genre_scores_gemma":[0.04318826,0.1361016,0.01065324,0.5658736,0.2265725,0.000305495,0.0002208833,0.0001670176,0.01691755],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9472721,"threshold_uncertainty_score":0.2788553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03537009189124259,"score_gpt":0.3295251970182567,"score_spread":0.2941551051270141,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}