{"id":"W2327271541","doi":"10.1097/mib.0000000000000153","title":"Epidemiology and Health Administrative Data","year":2014,"lang":"en","type":"letter","venue":"Inflammatory Bowel Diseases","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute for Clinical Evaluative Sciences; University of Ottawa","funders":"","keywords":"Epidemiology; Medicine; MEDLINE; Data science; Environmental health; Computer science; Political science; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003894709,0.0004220744,0.001039335,0.0001802924,0.001255548,0.000009505558,0.0006996539,0.001227557,0.0006098248],"category_scores_gemma":[0.003532803,0.0003542943,0.00007054891,0.00006235162,0.0003338681,0.0002480071,0.00045628,0.003715379,0.0008351948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002273403,"about_ca_system_score_gemma":0.003199781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001707927,"about_ca_topic_score_gemma":0.00007363282,"domain_scores_codex":[0.9925061,0.003092727,0.002054372,0.0007192543,0.0003947502,0.00123281],"domain_scores_gemma":[0.9917339,0.004118108,0.001703795,0.001512581,0.0001372115,0.0007943665],"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":[0.00002541685,0.00000736428,0.0509426,0.006823485,0.0000341809,0.00004123283,0.0003251805,3.262701e-7,6.690405e-9,0.0006808332,0.939669,0.001450429],"study_design_scores_gemma":[0.0004263927,0.00008548223,0.08940828,0.00118752,0.00004676956,0.0000052287,0.0001373476,0.0004846643,7.918852e-9,0.001305471,0.9066392,0.0002736139],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002192082,0.002988008,0.0004834681,0.9879211,0.001507788,0.001529552,0.001528028,0.0003345932,0.003488234],"genre_scores_gemma":[0.001154846,0.0008654805,0.0002269634,0.9784303,0.008986114,0.0002673665,0.008282214,0.00005487394,0.001731818],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03846568,"threshold_uncertainty_score":0.9999428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4947430704717772,"score_gpt":0.5180211124010607,"score_spread":0.02327804192928357,"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."}}