{"id":"W4366235771","doi":"10.1001/jamanetworkopen.2023.8866","title":"Association of COVID-19 Infection With Incident Diabetes","year":2023,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Advancing Health Outcomes; St. Paul's Hospital; BC Centre for Disease Control; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Diabetes mellitus; Population; Hazard ratio; Cohort; Cohort study; Internal medicine; Proportional hazards model; Medical record; Emergency medicine; Environmental health; Confidence interval; Endocrinology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006050708,0.0002751429,0.0003312294,0.0006752952,0.0005379184,0.0007774819,0.0004883184,0.0003530877,0.002597914],"category_scores_gemma":[0.001768932,0.0002307336,0.0003217514,0.001386902,0.0002615125,0.0001700131,0.0003720217,0.0008231641,0.0001904843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001025915,"about_ca_system_score_gemma":0.001576163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1651116,"about_ca_topic_score_gemma":0.1870393,"domain_scores_codex":[0.9994557,0.00007289892,0.00004179918,0.0001275944,0.0001545333,0.0001473498],"domain_scores_gemma":[0.9983134,0.0001472496,0.0006180546,0.000163286,0.0004219727,0.0003360136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009767814,0.000008866153,0.9989141,0.000008361858,0.00003401847,0.00002442736,0.000008269856,0.00003304902,0.0000771588,0.000008223258,0.0001288519,0.0006570703],"study_design_scores_gemma":[0.000006389675,0.00002277289,0.9993753,0.000009828791,0.00002231064,0.0000980453,0.00002412128,0.0001614215,0.0000297933,0.00001078978,0.000236803,0.000002466606],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908329,0.001076911,0.0002700966,0.0001706903,0.00002779186,0.00003188888,0.005154282,0.00001887193,0.002416616],"genre_scores_gemma":[0.9966797,0.0003546448,0.0002308394,0.00004423438,0.00001849965,0.00001389955,0.002022596,0.000004461107,0.0006311532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1651116,"threshold_uncertainty_score":0.3283011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05424133800170665,"score_gpt":0.427781106290911,"score_spread":0.3735397682892043,"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."}}