{"id":"W4312707642","doi":"10.1183/13993003.congress-2022.1973","title":"Epidemiology and healthcare impact of IPF in Ontario from 2013-17.","year":2022,"lang":"en","type":"article","venue":"06.01 - Epidemiology","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Queen's University","funders":"","keywords":"Medicine; Diagnosis code; Epidemiology; Idiopathic pulmonary fibrosis; Comorbidity; Incidence (geometry); Health care; COPD; Diabetes mellitus; Retrospective cohort study; Emergency medicine; Pediatrics; Internal medicine; Population; Lung; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0004220536,0.0002947258,0.0003227222,0.001639437,0.001597871,0.0009317172,0.0008530973,0.0003334122,0.002526419],"category_scores_gemma":[0.002033009,0.0003045006,0.0008633409,0.003782585,0.000472098,0.0004671234,0.001009029,0.0005036161,0.0002790446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0333259,"about_ca_system_score_gemma":0.03512725,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9895835,"about_ca_topic_score_gemma":0.992766,"domain_scores_codex":[0.9990582,0.00003813837,0.00009533741,0.0001099745,0.0004141719,0.000284108],"domain_scores_gemma":[0.9975102,0.00006527111,0.0009465,0.00004439733,0.0008714375,0.000562232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005520572,0.00001491501,0.9827858,0.0002635821,0.00006977672,0.0001750634,0.0005817156,0.000128133,0.000127767,0.0001408987,0.01027914,0.005378177],"study_design_scores_gemma":[0.000006392339,0.000009509346,0.9955761,0.0001105431,0.00002500812,0.0001087503,0.0004479205,0.0001309285,0.00002147481,0.00001692105,0.003540555,0.000005803198],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8197654,0.008421691,0.0003625034,0.004334303,0.0001122462,0.0002348583,0.152555,0.00008925529,0.01412466],"genre_scores_gemma":[0.9713424,0.003100525,0.0004147819,0.0005708933,0.00005570124,0.000113266,0.02190613,0.00001594422,0.002480317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0333259,"threshold_uncertainty_score":0.2417974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1433632261709852,"score_gpt":0.4153018518836732,"score_spread":0.2719386257126881,"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."}}