{"id":"W4286602745","doi":"10.1016/j.eclinm.2022.101574","title":"ACCEPT 2·0: Recalibrating and externally validating the Acute COPD exacerbation prediction tool (ACCEPT)","year":2022,"lang":"en","type":"article","venue":"EClinicalMedicine","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; Centre for Advancing Health Outcomes; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Exacerbation; COPD; Placebo; Lama; Observational study; Copd exacerbation; Intensive care medicine; Minimal clinically important difference; Randomized controlled trial; Internal medicine; Emergency medicine; Acute exacerbation of chronic obstructive pulmonary disease; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1005203,0.001370959,0.001021633,0.00162402,0.0004653268,0.002760915,0.002450002,0.002045873,0.002107824],"category_scores_gemma":[0.1662131,0.000761734,0.002408153,0.0009903716,0.001062908,0.001383255,0.003359849,0.002527348,0.001091983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006107335,"about_ca_system_score_gemma":0.001483952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001456098,"about_ca_topic_score_gemma":0.001512171,"domain_scores_codex":[0.9543722,0.03344152,0.003067014,0.003411519,0.004811202,0.0008965409],"domain_scores_gemma":[0.8326253,0.1287927,0.01160583,0.01374366,0.01136412,0.001868421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02905663,0.002299628,0.6662356,0.001236838,0.003559555,0.0003864137,0.00169238,0.06142397,0.005350973,0.002531882,0.02381823,0.2024078],"study_design_scores_gemma":[0.005735578,0.01125425,0.40532,0.0008286641,0.001908999,0.001673255,0.0004342218,0.5263572,0.01229337,0.006504538,0.02704843,0.0006416452],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8801262,0.0009315935,0.09818107,0.001437796,0.0004858882,0.002062222,0.008238881,0.003952962,0.004583315],"genre_scores_gemma":[0.9273217,0.0001430893,0.05835866,0.0006935373,0.0001903706,0.001708807,0.01008607,0.0006074993,0.0008902698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1005203,"threshold_uncertainty_score":0.5316087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03287232285339368,"score_gpt":0.3385042452481526,"score_spread":0.3056319223947589,"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."}}