{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0004748334,0.0002109065,0.0003041782,0.0003679245,0.001630465,0.0001192067,0.00080545,0.00008345008,0.0004456686],"category_scores_gemma":[0.001216517,0.000176685,0.0001181147,0.0002687227,0.000446599,0.0002097677,0.0001058599,0.0007681206,0.00001711679],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.009398996,"about_ca_system_score_gemma":0.06204206,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9453939,"about_ca_topic_score_gemma":0.993524,"domain_scores_codex":[0.9975129,0.0001652163,0.0005427396,0.0003181618,0.000690887,0.0007701186],"domain_scores_gemma":[0.9954805,0.0001198051,0.0002434793,0.001013312,0.0004652617,0.002677641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009978418,0.0001083404,0.7337965,0.0004068745,0.0004435843,0.02312967,0.001391167,0.003660268,0.001370642,0.002392272,0.02725459,0.2050482],"study_design_scores_gemma":[0.0006497693,0.00003498676,0.808126,0.0001943267,0.00003941976,0.0001157467,0.001042587,0.0003457581,0.00003869553,0.0002681388,0.1889627,0.0001818373],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9651268,0.007042917,0.000001790572,0.02028847,0.0005639812,0.0007288572,0.0001676177,0.000007352636,0.006072234],"genre_scores_gemma":[0.9970556,0.00004750277,0.000006080918,0.0002963279,0.0003946475,0.00004162124,0.000005246565,0.00004110335,0.002111908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2048663,"threshold_uncertainty_score":0.9996693,"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."}}