{"id":"W2636416682","doi":"10.1155/2017/8184915","title":"The Burden of Illness Related to Chronic Obstructive Pulmonary Disease Exacerbations in Québec, Canada","year":2017,"lang":"en","type":"article","venue":"Canadian Respiratory Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; GlaxoSmithKline (Canada)","funders":"","keywords":"Exacerbation; Medicine; COPD; Retrospective cohort study; Internal medicine; Cohort study; Intensive care medicine; Severity of illness; Emergency medicine; Pediatrics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0006083061,0.0003104826,0.000386485,0.001180394,0.002392726,0.001421268,0.001114496,0.0003941874,0.004179766],"category_scores_gemma":[0.002589884,0.0002066937,0.0006105853,0.003871338,0.000444925,0.000431183,0.0008930545,0.0008144121,0.0002402483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05291578,"about_ca_system_score_gemma":0.05874781,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.998475,"about_ca_topic_score_gemma":0.9988506,"domain_scores_codex":[0.9990176,0.00009824529,0.00006811752,0.0001202588,0.000349669,0.0003461372],"domain_scores_gemma":[0.9969531,0.0001431369,0.0004910606,0.00006138359,0.00148483,0.0008663891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008656218,0.00003629412,0.9649273,0.0001724252,0.000146119,0.0001947376,0.000408822,0.0003804376,0.0001567886,0.000402389,0.01694241,0.0161457],"study_design_scores_gemma":[0.00001501149,0.0000157098,0.9931617,0.000160753,0.00004896283,0.00009462147,0.0005533253,0.0006782698,0.00003204523,0.0000636906,0.005160687,0.00001516248],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8713347,0.01975852,0.0006701342,0.012066,0.0002822892,0.0003184419,0.07566226,0.0001043125,0.01980339],"genre_scores_gemma":[0.9839965,0.00424046,0.0004693634,0.001109684,0.00005377855,0.00007281888,0.007325356,0.00001578888,0.002716353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05291578,"threshold_uncertainty_score":0.3839327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01575732486124765,"score_gpt":0.2764081171812053,"score_spread":0.2606507923199576,"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."}}