{"id":"W3044448432","doi":"10.1016/j.ijmedinf.2020.104236","title":"Emergency department visits and hospital readmissions in an Argentine health system","year":2020,"lang":"en","type":"article","venue":"International Journal of Medical Informatics","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Emergency department; Emergency medicine; Hazard ratio; Proportional hazards model; Referral; Retrospective cohort study; Charlson comorbidity index; Hospital readmission; Health care; Cohort; Medical emergency; Family medicine; Internal medicine; Confidence interval","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":[0.0006767868,0.0002910403,0.0003053387,0.00105749,0.001059856,0.001275148,0.0005187414,0.0008184079,0.002832686],"category_scores_gemma":[0.00380335,0.0002804264,0.0005621334,0.001342879,0.0003902161,0.0006428433,0.001053021,0.001247639,0.000177915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0022499,"about_ca_system_score_gemma":0.001562715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07528984,"about_ca_topic_score_gemma":0.08570512,"domain_scores_codex":[0.9991356,0.0002808731,0.00009352688,0.0001182824,0.0001026284,0.0002690949],"domain_scores_gemma":[0.9977914,0.0005829942,0.0007687444,0.00006926727,0.000248452,0.0005391408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008035972,0.000160777,0.9962901,0.00002938235,0.00005478641,0.0002940533,0.0005877175,0.00007819529,0.000048775,0.00004166201,0.0006965158,0.001637672],"study_design_scores_gemma":[0.00000613203,0.00006065444,0.9969006,0.00002497797,0.00002256081,0.0001441573,0.002346837,0.0001824247,0.00001157139,0.00002218329,0.000271035,0.000006880843],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981797,0.0002144111,0.00002329684,0.0003576951,0.00001484444,0.000008303883,0.0004554088,0.000002783005,0.0007436295],"genre_scores_gemma":[0.9990225,0.0001470078,0.00004111883,0.0001207703,0.00001912347,0.00001054839,0.0003984557,0.000002814212,0.0002376186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07528984,"threshold_uncertainty_score":0.1497032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02680359001677563,"score_gpt":0.3452667288779669,"score_spread":0.3184631388611913,"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."}}