{"id":"W4285215965","doi":"10.2139/ssrn.4105596","title":"ACCEPT 2·0: Recalibrating and Externally Validating the Acute COPD Exacerbation Prediction Tool (ACCEPT)","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia Hospital; University of British Columbia","funders":"","keywords":"Exacerbation; COPD; Medicine; Copd exacerbation; Internal medicine","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":[0.1335576,0.001733535,0.001740445,0.003997969,0.001496879,0.005399945,0.002500911,0.002828297,0.01755526],"category_scores_gemma":[0.2810462,0.001850528,0.002752839,0.001814485,0.001678887,0.002828371,0.005634602,0.003231524,0.01556369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009692393,"about_ca_system_score_gemma":0.005455366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00180842,"about_ca_topic_score_gemma":0.002983464,"domain_scores_codex":[0.9031312,0.04666373,0.0234158,0.008143826,0.01572305,0.002922415],"domain_scores_gemma":[0.6558144,0.2190741,0.01935918,0.03617227,0.06520578,0.004374241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01409364,0.003197423,0.4556882,0.004965964,0.001684113,0.0007533884,0.008306814,0.003134218,0.01002221,0.005688871,0.2423634,0.2501018],"study_design_scores_gemma":[0.004341789,0.002781921,0.5999137,0.003916896,0.001489529,0.001475912,0.0030723,0.0309667,0.02826635,0.005742347,0.3172795,0.0007531379],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5609384,0.001515397,0.2078231,0.009292377,0.006182983,0.04768433,0.07878691,0.03531883,0.05245764],"genre_scores_gemma":[0.5913382,0.000514721,0.2294188,0.005722024,0.001550412,0.07116946,0.06760985,0.01203999,0.02063658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1335576,"threshold_uncertainty_score":0.7063286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0116661038732918,"score_gpt":0.2739492836317537,"score_spread":0.2622831797584619,"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."}}