{"id":"W3022345478","doi":"10.1111/resp.13836","title":"Opportunities to diagnose fibrotic lung diseases in routine care: A primary care cohort study","year":2020,"lang":"en","type":"article","venue":"Respirology","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Efficacy and Mechanism Evaluation Programme; Sanofi Genzyme; Apellis Pharmaceuticals; Mylan; Acceleron; Covis Pharma; Regeneron Pharmaceuticals; FibroGen; Purdue University; National Institute for Health and Care Research; Teva Pharmaceutical Industries; Sanofi; Biogen; Celgene; Respiratory Effectiveness Group; Bristol-Myers Squibb; AstraZeneca; Amgen; AKL Research and Development; Pfizer; GlaxoSmithKline","keywords":"Medicine; Cohort; Pulmonary fibrosis; Sarcoidosis; Stage (stratigraphy); Primary care; Idiopathic pulmonary fibrosis; Medical record; Diagnosis code; Health care; Lung; Pediatrics; Intensive care medicine; Internal medicine; Emergency medicine; Family medicine; Population","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":[],"consensus_categories":[],"category_scores_codex":[0.00006625769,0.0002334348,0.0006211223,0.0001585708,0.00006397183,0.00001671358,0.0001608265,0.0000974561,0.0001388068],"category_scores_gemma":[0.0001569236,0.0002177246,0.0001421819,0.0001762081,0.00007450083,0.00006486615,0.0002024151,0.000210028,0.00003423615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002952709,"about_ca_system_score_gemma":0.0003124001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002362243,"about_ca_topic_score_gemma":0.00005313424,"domain_scores_codex":[0.9982367,0.0001843381,0.0003839071,0.0005178292,0.0002776077,0.0003996105],"domain_scores_gemma":[0.9988484,0.00008655783,0.00005522684,0.0003376815,0.0001195103,0.0005526217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00687384,0.0003736676,0.9805951,0.0008736502,0.00007871204,0.00317779,0.004387163,0.00003231122,0.0001897597,0.00003610627,0.001787508,0.001594389],"study_design_scores_gemma":[0.002150207,0.01337851,0.9697796,0.0002151693,0.0004838211,0.00002184034,0.00694813,0.00008175266,0.00001773882,0.000005535777,0.006642821,0.0002748692],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848306,0.005942406,0.00001015029,0.004128527,0.0001937253,0.002069134,0.0001672709,0.0001041737,0.00255402],"genre_scores_gemma":[0.9899712,0.0001007114,0.0000210554,0.008669479,0.0005273562,0.0003043698,0.0002612868,0.00003823699,0.0001063204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01300485,"threshold_uncertainty_score":0.8878552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02084068598022858,"score_gpt":0.2756243731264337,"score_spread":0.2547836871462051,"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."}}