{"id":"W4386055535","doi":"10.1186/s12913-023-09854-1","title":"Predictors of frequent emergency department visits among hospitalized cancer patients: a comparative cohort study using integrated clinical and administrative data to improve care delivery","year":2023,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Advancing Health Outcomes; McGill University; McGill University Health Centre","funders":"Réseau de cancérologie Rossy; Faculty of Medicine, McGill University; McGill University","keywords":"Medicine; Hazard ratio; Emergency department; Internal medicine; Lung cancer; Proportional hazards model; Comorbidity; Cancer; Cohort study; Prospective cohort study; Cohort; Emergency medicine; Confidence interval; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001557374,0.000329116,0.0004050616,0.001047129,0.0005079313,0.001005183,0.0006670849,0.0005522459,0.001127967],"category_scores_gemma":[0.004094534,0.0004312047,0.0008590929,0.002235814,0.0002739661,0.000649493,0.0008753033,0.0008258641,0.0001735686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000810258,"about_ca_system_score_gemma":0.0009147958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02963841,"about_ca_topic_score_gemma":0.02933848,"domain_scores_codex":[0.9989426,0.0003181473,0.0001017693,0.0002459899,0.0001722246,0.00021937],"domain_scores_gemma":[0.9975042,0.0004612797,0.001003302,0.0002941312,0.0002930815,0.0004440623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009144859,0.00007600996,0.999155,0.000004797196,0.00006197944,0.00003151413,0.00007836364,0.00002455219,0.00004851127,0.000008409247,0.00006076048,0.0003586709],"study_design_scores_gemma":[0.00001645379,0.0001468666,0.9991106,0.000006479705,0.00003799805,0.00007395149,0.0002609722,0.0002266114,0.00002108369,0.000007279939,0.00008780172,0.000003955955],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992848,0.00006236199,0.00005267286,0.00002391139,0.000003232471,0.00001686631,0.0004597191,0.000001542491,0.00009499696],"genre_scores_gemma":[0.999112,0.00005448944,0.0000928165,0.00002301894,0.000006947264,0.0000206453,0.0006369608,0.000001490873,0.00005172702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02963841,"threshold_uncertainty_score":0.05893177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4006995767111693,"score_gpt":0.6000269953704568,"score_spread":0.1993274186592875,"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."}}