{"id":"W3011041697","doi":"10.1016/s2213-2600(19)30397-2","title":"The Acute COPD Exacerbation Prediction Tool (ACCEPT): a modelling study","year":2020,"lang":"en","type":"article","venue":"The Lancet Respiratory Medicine","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":149,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; St. Paul's Hospital; Ottawa Hospital; University of British Columbia; Centre for Advancing Health Outcomes","funders":"Canadian Institutes of Health Research; Canadian Thoracic Society","keywords":"Medicine; Exacerbation; COPD; Internal medicine; Copd exacerbation; Cohort; Intensive care medicine; Emergency medicine; Acute exacerbation of chronic obstructive pulmonary disease","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001608238,0.0002832293,0.000582397,0.00007090587,0.0005576605,0.0000427509,0.0005103717,0.00008197925,0.0003254131],"category_scores_gemma":[0.0004427215,0.0001486066,0.00009605907,0.0005889297,0.0004870149,0.0001574096,0.0001757252,0.0008227588,0.0001053317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003573343,"about_ca_system_score_gemma":0.0002802905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004505838,"about_ca_topic_score_gemma":0.00001026879,"domain_scores_codex":[0.9965779,0.0004487045,0.0005844761,0.0005253511,0.001294998,0.0005685946],"domain_scores_gemma":[0.9979057,0.0003426429,0.000177055,0.001000542,0.0002690619,0.0003050369],"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":[0.03001695,0.001745294,0.2361934,0.001904387,0.004981056,0.00181727,0.0320042,0.009034235,0.02247508,0.00824437,0.440078,0.2115057],"study_design_scores_gemma":[0.02212236,0.004905284,0.3212299,0.0004350826,0.001822303,0.00007350464,0.01122345,0.1156958,0.0004323449,0.0005590456,0.5209458,0.0005550101],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9318272,0.005809295,0.002819462,0.04993302,0.000498861,0.003922348,0.00005004404,0.0003624989,0.004777257],"genre_scores_gemma":[0.9875891,0.0003774965,0.00004567204,0.004887816,0.006307613,0.0002446643,0.00003179691,0.0000586049,0.0004572934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2109507,"threshold_uncertainty_score":0.6060004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08529177316130215,"score_gpt":0.3412868046215891,"score_spread":0.2559950314602869,"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."}}