{"id":"W4408821474","doi":"10.29173/cjen233","title":"Frequent Mental health and Addiction related Emergency Department Visits: Perspectives from Healthcare Providers","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Nursing","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Emergency department; Addiction; Mental healthcare; Mental health; Health care; Medical emergency; Medicine; Nursing; Psychiatry; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.00773305,0.0003130265,0.0005047233,0.0009241389,0.008140371,0.00428532,0.0009437299,0.002478903,0.003316607],"category_scores_gemma":[0.01780021,0.0006393889,0.0004409708,0.001309049,0.003728456,0.003328637,0.005977505,0.004609922,0.0002639173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004228727,"about_ca_system_score_gemma":0.008001794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01896983,"about_ca_topic_score_gemma":0.02769843,"domain_scores_codex":[0.990888,0.006006936,0.0003521742,0.0003173739,0.0007945543,0.001641127],"domain_scores_gemma":[0.9757771,0.01487773,0.002393126,0.0002575934,0.002243923,0.004450461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004065268,0.00006979734,0.03055744,0.0004401683,0.0000200891,0.002372123,0.9509048,0.00003623809,0.00036473,0.000999157,0.004760263,0.009434525],"study_design_scores_gemma":[0.000003749375,0.00003032773,0.004022575,0.0002576422,0.0000052714,0.0004627492,0.9893616,0.00002367092,0.00003627768,0.00009970953,0.005688386,0.000008153284],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9375949,0.00517751,0.0005223557,0.04649377,0.0003662846,0.00007397748,0.0002428047,0.00001059182,0.009517773],"genre_scores_gemma":[0.9848418,0.004448009,0.0003500294,0.009089692,0.0001360668,0.00007064464,0.00006811877,0.00001165466,0.0009839043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01896983,"threshold_uncertainty_score":0.04089677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03258823521024307,"score_gpt":0.4009334960376881,"score_spread":0.368345260827445,"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."}}