{"id":"W2229227885","doi":"10.2147/copd.s93322","title":"Impact of individualized care on readmissions after a hospitalization for acute exacerbation of COPD","year":2016,"lang":"en","type":"article","venue":"International Journal of COPD","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"British Columbia Lung Association; GlaxoSmithKline; American Thoracic Society","keywords":"Medicine; COPD; Body mass index; Exacerbation; Acute exacerbation of chronic obstructive pulmonary disease; Emergency medicine; Multivariate analysis; Comorbidity; Substance abuse; Intensive care medicine; Internal medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001222863,0.0002026259,0.0003169671,0.0003777105,0.0003068811,0.0004195443,0.0002535349,0.0002900378,0.0009979568],"category_scores_gemma":[0.01100419,0.00008366221,0.0004484887,0.0003150402,0.0002363002,0.0002579766,0.0006446689,0.0004109034,0.00005367579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008833791,"about_ca_system_score_gemma":0.001167332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003084591,"about_ca_topic_score_gemma":0.00804084,"domain_scores_codex":[0.9984117,0.0008111855,0.0001249428,0.0001127271,0.0003004663,0.0002388819],"domain_scores_gemma":[0.9907678,0.003563282,0.003100954,0.0003353904,0.0005299011,0.001702625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009282419,0.0007857504,0.9459426,0.0001237032,0.0003708344,0.0001751134,0.0002103837,0.001241034,0.0004717655,0.00007911895,0.0004541773,0.04921718],"study_design_scores_gemma":[0.00002770131,0.0008202053,0.9980843,0.00002648087,0.00006954546,0.0001150592,0.0001040367,0.0004919991,0.00008967286,0.00003570449,0.0001310009,0.00000437288],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985358,0.0004993873,0.00009724879,0.0002505468,0.00001068707,0.00001969057,0.00005410362,0.000006940689,0.0005256408],"genre_scores_gemma":[0.9996293,0.00007936986,0.0001517359,0.00003787523,0.00001745496,0.000007916889,0.0000492619,7.819293e-7,0.00002632741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003084591,"threshold_uncertainty_score":0.006467223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01639044522268633,"score_gpt":0.3742686884423964,"score_spread":0.3578782432197101,"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."}}