{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001968234,0.0002935427,0.0004998866,0.0008937287,0.00113127,0.001699226,0.0007092036,0.0009766397,0.001781591],"category_scores_gemma":[0.00640536,0.000718104,0.0006492062,0.001713381,0.0004629163,0.001215379,0.001296656,0.00126841,0.0003321806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009111892,"about_ca_system_score_gemma":0.001026141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03319035,"about_ca_topic_score_gemma":0.05112153,"domain_scores_codex":[0.9977811,0.0006208833,0.0001911822,0.0005673612,0.0004510529,0.0003885166],"domain_scores_gemma":[0.9960927,0.0006338718,0.001750493,0.000379087,0.0004168569,0.0007268125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004131816,0.00006033301,0.9987214,0.000009568217,0.00005196039,0.0001109701,0.0002613947,0.00001157732,0.00005916285,0.00001200364,0.0001595421,0.0005006925],"study_design_scores_gemma":[0.00001056007,0.00008481217,0.9991307,0.0000110163,0.00001952438,0.0002276077,0.0002897553,0.00007701826,0.00001108258,0.00001237798,0.0001224312,0.000003044319],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981657,0.0002924464,0.00008569167,0.0001789384,0.00001030734,0.00004093319,0.0008851774,0.000004175245,0.0003366753],"genre_scores_gemma":[0.9990839,0.0001208671,0.000111917,0.0001061613,0.00001438965,0.00002317912,0.0004221711,0.000001907275,0.0001154876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03319035,"threshold_uncertainty_score":0.06599432,"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."}}