{"id":"W4205158992","doi":"10.1097/ede.0000000000001147","title":"Positive Epidemiology?","year":2019,"lang":"en","type":"article","venue":"Epidemiology","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":179,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Epidemiology; Medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"methods","study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02152115,0.001304162,0.001637689,0.003640543,0.002962527,0.01161029,0.002253785,0.006979427,0.05526921],"category_scores_gemma":[0.07740584,0.0006500577,0.0009010513,0.002944365,0.01372164,0.01741793,0.008198166,0.01108959,0.01252912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003553302,"about_ca_system_score_gemma":0.004847596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001693687,"about_ca_topic_score_gemma":0.001786611,"domain_scores_codex":[0.9814928,0.01133339,0.0008202825,0.002114966,0.003320199,0.0009183444],"domain_scores_gemma":[0.9484105,0.03683938,0.002713908,0.003966096,0.005345398,0.002724751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004999256,0.000035943,0.00107255,0.0009773186,0.00005386762,0.0002271795,0.001529979,0.00008171913,0.00006998199,0.4457937,0.4547007,0.09540708],"study_design_scores_gemma":[0.00001540253,0.00001873134,0.000324728,0.001638066,0.00001465279,0.0003153418,0.0007197398,0.00005886963,0.00004145149,0.1814385,0.8153979,0.00001657295],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0009534322,0.1280154,0.01129212,0.6736109,0.06043116,0.0000839901,0.0009240824,0.0003388446,0.1243501],"genre_scores_gemma":[0.06516431,0.2006018,0.01460395,0.5227754,0.1127289,0.0007194895,0.001347395,0.0007669515,0.08129184],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05526921,"threshold_uncertainty_score":0.1848939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09827548076709106,"score_gpt":0.4403703355483999,"score_spread":0.3420948547813089,"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."}}