{"id":"W2995395966","doi":"10.1097/mlr.0000000000001270","title":"Risk of Frequent Emergency Department Use Among an Ambulatory Care Sensitive Condition Population","year":2019,"lang":"en","type":"article","venue":"Medical Care","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi; Centre Hospitalier Universitaire de Sherbrooke; Université de Sherbrooke","funders":"","keywords":"Emergency department; Medicine; Cohort; Ambulatory; Population; Cohort study; Ambulatory care; Dementia; Observational study; Emergency medicine; Health care; Logistic regression; Gerontology; Internal medicine; Environmental health; Disease; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001071006,0.0001606591,0.0003374614,0.00006861064,0.00007908998,0.000002652425,0.00005114755,0.0001639566,0.0008432611],"category_scores_gemma":[0.0002622909,0.0001320925,0.0001537831,0.0001146967,0.00007067429,0.0001362512,0.00004048366,0.0002241583,0.00002063679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001317083,"about_ca_system_score_gemma":0.00005525254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001018871,"about_ca_topic_score_gemma":0.001083029,"domain_scores_codex":[0.9982938,0.0001186744,0.0003714609,0.000291196,0.0007296016,0.0001953244],"domain_scores_gemma":[0.9988033,0.00003159822,0.0001404421,0.000285279,0.000517835,0.0002215772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004796032,0.00004883428,0.9904386,0.0002781726,0.0001204603,0.00004401158,0.005497381,0.00001342471,0.000156867,0.00007211459,0.0009533272,0.002328825],"study_design_scores_gemma":[0.0006342846,0.0003975263,0.9839936,0.0001927394,0.0002664656,0.000004258313,0.01216443,0.00004651531,0.001387683,0.00002011228,0.0007502396,0.000142132],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995648,0.001658369,0.00002735033,0.00005007262,0.0008779422,0.0005050622,0.0002375349,0.00005297336,0.0009426766],"genre_scores_gemma":[0.9970817,0.0005846728,0.00006687283,0.0001093901,0.0002019705,0.00001794142,0.001854488,0.00001909066,0.00006386868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006667044,"threshold_uncertainty_score":0.9233118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01003685033380708,"score_gpt":0.2901398032698622,"score_spread":0.2801029529360551,"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."}}