{"id":"W2962093635","doi":"10.1177/1744987119845020","title":"Exploring the factors associated with non-urgent emergency department utilisation for mental health care","year":2019,"lang":"en","type":"article","venue":"Journal of research in nursing","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; McMaster University; Impact","funders":"","keywords":"Emergency department; Mental health; Medicine; Referral; Medical emergency; Health care; Logistic regression; Emergency medicine; Family medicine; Nursing; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001484682,0.000230174,0.0002983868,0.0008815537,0.0004689555,0.0008091701,0.0005513074,0.0003735263,0.004626102],"category_scores_gemma":[0.01246335,0.0002159276,0.000688823,0.0009481735,0.0003834608,0.0005423243,0.0009786031,0.001017838,0.0002793859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007135107,"about_ca_system_score_gemma":0.001987983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03134754,"about_ca_topic_score_gemma":0.04231626,"domain_scores_codex":[0.9989316,0.000417482,0.0001341394,0.0000863791,0.0001803103,0.0002502038],"domain_scores_gemma":[0.9915058,0.003377194,0.003540439,0.0002422419,0.0005658426,0.000768526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000232733,0.00002882526,0.9986854,0.00001668366,0.00002000855,0.00006129236,0.0002020467,0.00002601864,0.0000265427,0.00001496515,0.00006654327,0.0008283569],"study_design_scores_gemma":[0.000002180193,0.00004235111,0.9983509,0.0000258701,0.00001312176,0.0001367593,0.001079801,0.0001918037,0.0000240256,0.00002617218,0.0001042776,0.000002844408],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989471,0.0001593564,0.000107312,0.000170696,0.000003529526,0.00001679667,0.0002061466,0.000002911889,0.0003861877],"genre_scores_gemma":[0.9994423,0.00010304,0.0001158994,0.00001671182,0.000004293415,0.00001022027,0.000183685,0.000001497775,0.0001225144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03134754,"threshold_uncertainty_score":0.06233019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2062768422718375,"score_gpt":0.4576941805747417,"score_spread":0.2514173383029042,"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."}}