{"id":"W2012217303","doi":"10.5770/cgj.17.108","title":"Emergency Department Utilization by Older Adults: a Descriptive Study","year":2014,"lang":"en","type":"article","venue":"Canadian Geriatrics Journal","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":180,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Dalhousie University; Dartmouth College; Dalhousie Medical Research Foundation","keywords":"Medicine; Emergency department; Psychological intervention; Descriptive statistics; Medical diagnosis; Population; Triage; Health care; Retrospective cohort study; Gerontology; Emergency medicine; Pediatrics; Family medicine; Nursing; Environmental health; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003452369,0.0001805835,0.0002485458,0.0002646798,0.0004098593,0.00002597091,0.0001061651,0.00006997719,0.0006557658],"category_scores_gemma":[0.0002873524,0.0001588188,0.0001067873,0.0004161371,0.0000197342,0.0001029899,0.00001677735,0.0002566933,0.0000323669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003970368,"about_ca_system_score_gemma":0.0003256536,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003484827,"about_ca_topic_score_gemma":0.01908224,"domain_scores_codex":[0.9985585,0.00009067039,0.0004081987,0.0002245123,0.0002880477,0.0004301015],"domain_scores_gemma":[0.9984608,0.00001216214,0.0001278803,0.0001713452,0.0004702921,0.0007575394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000734813,0.0002979067,0.1576379,0.000039881,0.0002864302,0.0001370422,0.006125546,0.000002485047,0.00003411156,0.00007892092,0.8137012,0.02158513],"study_design_scores_gemma":[0.008555589,0.003470595,0.3046925,0.0002178686,0.001313813,0.0005458181,0.03322928,0.0003324225,0.00017832,0.0003935627,0.6459344,0.001135772],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9741973,0.01104231,0.001772877,0.001305492,0.003375795,0.0008921737,0.00008159631,0.000037474,0.007295034],"genre_scores_gemma":[0.9955605,0.002540091,0.0001291229,0.0003928314,0.0007102091,0.00002147031,0.00003878403,0.00002706151,0.0005799228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1677667,"threshold_uncertainty_score":0.998817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01877004262580876,"score_gpt":0.2670793170197175,"score_spread":0.2483092743939087,"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."}}