{"id":"W4386614971","doi":"10.1503/cmaj.230998","title":"How can Canada’s health systems improve care for people with chronic obstructive pulmonary disease?","year":2023,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Pulmonary disease; Medicine; Chronic disease; Intensive care medicine; Computer science; Disease; Health care; Pathology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.005176537,0.0007340627,0.000984701,0.001500797,0.01333936,0.005798938,0.003994324,0.0406121,0.0197097],"category_scores_gemma":[0.03052912,0.0006391908,0.001432138,0.001532423,0.006559621,0.005947025,0.002856633,0.02991183,0.006389007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06359669,"about_ca_system_score_gemma":0.1593391,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8954895,"about_ca_topic_score_gemma":0.9511071,"domain_scores_codex":[0.9920111,0.001265625,0.0004229551,0.0004037939,0.003528659,0.002367802],"domain_scores_gemma":[0.9728563,0.004540447,0.0007893029,0.0003637297,0.009966175,0.01148404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002085781,0.00001911763,0.0007850352,0.00005976395,0.00000929112,0.0002749548,0.0001237521,0.00003626236,0.00005378512,0.0016906,0.9884809,0.008445721],"study_design_scores_gemma":[0.0001558812,0.00006190775,0.004603603,0.0008533431,0.00003436346,0.0005659038,0.001514212,0.000418901,0.0001265057,0.007614204,0.9839466,0.000104723],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002083897,0.001089878,0.00002815037,0.9919144,0.003444428,0.000008225285,0.00008520772,0.00001467703,0.003206641],"genre_scores_gemma":[0.0042239,0.001983702,0.0002810294,0.9810328,0.006015273,0.000020996,0.0001015601,0.00001958026,0.006321158],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1045105,"threshold_uncertainty_score":0.4614284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008395924033660053,"score_gpt":0.2443723472454895,"score_spread":0.2359764232118294,"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."}}