{"id":"W2965976195","doi":"10.2196/11929","title":"Estimating Morbidity Rates Based on Routine Electronic Health Records in Primary Care: Observational Study","year":2019,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Health records; Observational study; Medicine; Electronic health record; Primary care; Medical record; Population; Incidence (geometry); Medical emergency; Health care; Emergency medicine; Family medicine; Environmental health; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00704286,0.0003213685,0.0006493565,0.002476253,0.0007260913,0.001135122,0.0007016346,0.0005980623,0.0009947921],"category_scores_gemma":[0.03040406,0.0006468358,0.001069837,0.003170536,0.0005310139,0.001477501,0.001382412,0.001077204,0.0003242138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001402858,"about_ca_system_score_gemma":0.001341403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01330957,"about_ca_topic_score_gemma":0.0135803,"domain_scores_codex":[0.9885281,0.005490804,0.001785338,0.001457242,0.002189274,0.0005493048],"domain_scores_gemma":[0.9681128,0.01277847,0.01242196,0.002617165,0.00297725,0.001092361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003615591,0.00008364549,0.9980066,0.00003375193,0.00006086819,0.00002948695,0.0002547561,0.00004583085,0.00002720268,0.00001651313,0.0001632539,0.001241957],"study_design_scores_gemma":[0.00002621345,0.0002424152,0.9980148,0.00003487537,0.00005419285,0.0001377871,0.0004773022,0.0007075864,0.00004305305,0.00004148438,0.000212914,0.000007315344],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957567,0.0002679732,0.001063576,0.00009372215,0.000008878356,0.0002578553,0.001903702,0.00001751584,0.0006300611],"genre_scores_gemma":[0.9961662,0.0001774267,0.001591427,0.00008213562,0.00002185381,0.0002186483,0.001671979,0.000004695614,0.00006562096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01330957,"threshold_uncertainty_score":0.03724664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05333490296701107,"score_gpt":0.375982951875083,"score_spread":0.322648048908072,"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."}}