{"id":"W2772803279","doi":"10.1164/rccm.201709-1852oc","title":"Risk Trajectories of Readmission and Death in the First Year after Hospitalization for Chronic Obstructive Pulmonary Disease","year":2017,"lang":"en","type":"article","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre","funders":"National Heart, Lung, and Blood Institute; Canadian Institutes of Health Research; National Institute on Aging; American Federation for Aging Research","keywords":"Medicine; COPD; Emergency medicine; Population; Pulmonary disease; Risk assessment; Ventilation (architecture); Risk of mortality; Relative risk; Internal medicine; Intensive care medicine; Confidence interval; Environmental health","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":[0.0007833522,0.0002514686,0.0002262442,0.000791696,0.000288102,0.0005686312,0.0003966813,0.0004584324,0.000985156],"category_scores_gemma":[0.004661853,0.0001468358,0.0005324794,0.0006174389,0.0002051715,0.000498148,0.000610817,0.0006136734,0.00017474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004572419,"about_ca_system_score_gemma":0.0005011318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01058507,"about_ca_topic_score_gemma":0.0105566,"domain_scores_codex":[0.9996773,0.00008101456,0.00003885964,0.00006980015,0.00006661679,0.0000664292],"domain_scores_gemma":[0.9968969,0.000571958,0.00165475,0.0001662682,0.0002534785,0.0004566623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005048987,0.00001830072,0.9983802,0.000006052671,0.00002873229,0.00002109395,0.00005565403,0.0004386262,0.00006864854,0.00004847591,0.00005627618,0.0008274398],"study_design_scores_gemma":[0.000002327746,0.00006450068,0.9977913,0.000006089114,0.000009645421,0.00008920918,0.0001017933,0.001685254,0.00004453109,0.0001234855,0.00007744947,0.000004384816],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984059,0.0001669993,0.0003532644,0.0001405071,0.000003108113,0.000008518201,0.0005830637,0.00001039061,0.0003282647],"genre_scores_gemma":[0.9988746,0.0000598058,0.0003182194,0.00001376424,0.00000435712,0.000007071238,0.0006279728,0.00000185725,0.00009231279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01058507,"threshold_uncertainty_score":0.02104694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01602149041201959,"score_gpt":0.3250093366468519,"score_spread":0.3089878462348323,"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."}}