{"id":"W1977769401","doi":"10.1016/j.apnu.2014.09.001","title":"Profiling Frequent Presenters to the Emergency Department for Mental Health Complaints: Socio-Demographic, Clinical, and Service Use Characteristics","year":2014,"lang":"en","type":"article","venue":"Archives of Psychiatric Nursing","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; Queen's University; University of Ottawa","funders":"Mental Health Commission","keywords":"Emergency department; Mental health; Referral; Medicine; Psychiatry; Mental health service; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0004187917,0.0001565781,0.0002736364,0.001309649,0.0005501754,0.0006588312,0.000318126,0.0006076359,0.002689956],"category_scores_gemma":[0.00252554,0.0002136699,0.0004905831,0.001112568,0.0002253736,0.0008011341,0.0006343978,0.0005605023,0.0003390762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003203026,"about_ca_system_score_gemma":0.0003909581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006191097,"about_ca_topic_score_gemma":0.009628773,"domain_scores_codex":[0.999556,0.000102823,0.00007622829,0.00006293199,0.0000783335,0.0001237301],"domain_scores_gemma":[0.9984034,0.0002740234,0.0006591919,0.00004916644,0.0001803968,0.0004337827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003571326,0.00003737317,0.9991314,0.000003396279,0.00001278702,0.00004623062,0.0001208094,0.000008012468,0.0001210962,0.000006895451,0.0000491033,0.0004272384],"study_design_scores_gemma":[0.000001342089,0.00004593558,0.9987375,0.000002695411,0.000004370254,0.0001713188,0.0008966204,0.00006378309,0.0000175537,0.000008873491,0.00004785737,0.000002202499],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993898,0.00006499067,0.0000261854,0.00005647908,0.000002982121,0.000006129696,0.0002106129,0.000001236323,0.0002415497],"genre_scores_gemma":[0.9995783,0.00005138899,0.00004168312,0.00002761541,0.000006816644,0.00000609946,0.0001876441,0.000001282556,0.00009915988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006191097,"threshold_uncertainty_score":0.01231015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03617057974657844,"score_gpt":0.3661923303798917,"score_spread":0.3300217506333132,"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."}}