{"id":"W4362698920","doi":"10.1016/j.chest.2023.01.002","title":"One Size Does Not Fit All","year":2023,"lang":"en","type":"letter","venue":"CHEST Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; COPD; Exacerbation; Scopus; Guideline; Obstructive lung disease; Pulmonary disease; Risk stratification; Internal medicine; Quality of life (healthcare); MEDLINE; Intensive care medicine; Pathology; Nursing","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":[0.004382921,0.0008597338,0.001204591,0.0009185164,0.00847389,0.006283643,0.001768102,0.0776258,0.01783173],"category_scores_gemma":[0.02440805,0.0009635497,0.001420805,0.0008836767,0.003757075,0.005703982,0.002583554,0.05650767,0.0114176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00522568,"about_ca_system_score_gemma":0.009396478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01697285,"about_ca_topic_score_gemma":0.03818726,"domain_scores_codex":[0.99608,0.0010493,0.0004534205,0.0005425639,0.001116915,0.0007577612],"domain_scores_gemma":[0.9915617,0.003219385,0.0004622221,0.0002870878,0.001338984,0.003130607],"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":[0.00006063375,0.00008971048,0.001424426,0.00003682002,0.00002009327,0.003244488,0.0002269542,0.00006077326,0.000155668,0.005808988,0.9814873,0.007384177],"study_design_scores_gemma":[0.0001891826,0.0001430273,0.002087952,0.0003864968,0.00004577901,0.003011499,0.001415599,0.0007207371,0.0001385812,0.02061989,0.9711486,0.00009257983],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003864477,0.0004101002,0.00006553672,0.9839993,0.008794372,0.00001297984,0.00002750289,0.00001412713,0.006289593],"genre_scores_gemma":[0.002979385,0.0005148654,0.000205079,0.9612567,0.01968564,0.00003345177,0.00002361302,0.0000240244,0.01527713],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0776258,"threshold_uncertainty_score":0.05965304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0637166413942272,"score_gpt":0.3273465895353635,"score_spread":0.2636299481411363,"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."}}