{"id":"W3122352672","doi":"","title":"Does increased medication use among seniors increase risk of hospitalization and emergency department visits","year":2015,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; University of Toronto","funders":"","keywords":"Emergency department; Endogeneity; Medicine; Prescription drug; Medical prescription; Emergency medicine; Population; Environmental health; Medical emergency; Family medicine; Psychiatry; Nursing","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0007527589,0.0001747537,0.0003274987,0.0006233268,0.0002423657,0.0007873958,0.0003501774,0.0006469224,0.002732302],"category_scores_gemma":[0.006762884,0.000171702,0.0007152941,0.0007813099,0.0003383034,0.000312253,0.0003321863,0.0004530574,0.0001789602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009762857,"about_ca_system_score_gemma":0.001350869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1811637,"about_ca_topic_score_gemma":0.1806255,"domain_scores_codex":[0.9994944,0.0001001158,0.00004497921,0.00009816478,0.0001261553,0.0001360657],"domain_scores_gemma":[0.995301,0.0009179846,0.00247073,0.0002332036,0.0003181954,0.0007587883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005817888,0.00002195071,0.9984243,0.000008605143,0.00004927977,0.00002593886,0.00002468027,0.00005233681,0.0000219228,0.00002310745,0.0001130602,0.00117667],"study_design_scores_gemma":[0.000004927772,0.00002497122,0.9995582,0.000008945546,0.00002758553,0.00003053691,0.00005746775,0.0001595661,0.00001175619,0.0000313408,0.0000831875,0.000001502702],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973518,0.0004152399,0.0000546243,0.0005949785,0.00001264003,0.000005292958,0.0006517812,0.000003555398,0.0009102722],"genre_scores_gemma":[0.9993663,0.0001606257,0.0000343894,0.0000448412,0.00002010244,0.000001385329,0.000216313,6.384126e-7,0.0001553873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1811637,"threshold_uncertainty_score":0.3602184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03687239276159673,"score_gpt":0.3105068144980245,"score_spread":0.2736344217364277,"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."}}