{"id":"W4408811211","doi":"10.1183/23120541.01172-2024","title":"Clinically important deterioration in a mild–moderate COPD population","year":2025,"lang":"en","type":"article","venue":"ERJ Open Research","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"GlaxoSmithKline (Canada); University of Calgary; University of British Columbia; Queen's University; University of Saskatchewan; Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec; Dalhousie University; University of Toronto; University Health Network; Ottawa Hospital; McGill University; McGill University Health Centre","funders":"University of Toronto; Dalhousie University; Government of Canada; University of Ottawa; McGill University; Fonds de Recherche du Québec - Santé; Pfizer Canada; Queen's University; Pfizer; Johns Hopkins University; Canadian Institutes of Health Research; University of Southern California","keywords":"Medicine; COPD; Population; Internal medicine; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005248599,0.0001763745,0.0004759396,0.0007168745,0.000261709,0.000302485,0.0005967902,0.0001866439,0.0007683007],"category_scores_gemma":[0.001572789,0.000162658,0.00009197104,0.001585235,0.0002086455,0.00038073,0.0008914353,0.00102791,0.0001674159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001011559,"about_ca_system_score_gemma":0.001862515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00335118,"about_ca_topic_score_gemma":0.001155748,"domain_scores_codex":[0.9955827,0.0007685617,0.0009906123,0.000777641,0.001108635,0.0007718363],"domain_scores_gemma":[0.9978116,0.0003796058,0.00008934304,0.000819054,0.0006105586,0.0002897934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007761996,0.0009348412,0.9335075,0.000566417,0.00008926536,0.0005888391,0.0001919025,0.00002260828,0.004358142,0.004399115,0.008147352,0.03943201],"study_design_scores_gemma":[0.0037661,0.0002365462,0.97585,0.0004737382,0.00001519018,0.000008032321,0.000272869,0.008708375,0.0002837281,0.007082638,0.003149119,0.0001536275],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9599853,0.0006706798,0.00005208973,0.006338839,0.0001399646,0.004252448,0.00002596743,0.00003556759,0.0284991],"genre_scores_gemma":[0.9872832,0.0001723211,0.0008607066,0.0003144377,0.0001037674,0.0004239265,0.0002117513,0.00003248462,0.01059735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04234252,"threshold_uncertainty_score":0.8412353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1129452521296911,"score_gpt":0.4813758795255871,"score_spread":0.368430627395896,"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."}}