{"id":"W4402950467","doi":"10.1111/inm.13442","title":"Reasons Explaining High Emergency Department Use in Patients With Mental Illnesses: Different Staff Perspectives","year":2024,"lang":"en","type":"article","venue":"International Journal of Mental Health Nursing","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Université de Montréal; McGill University; Douglas Mental Health University Institute","funders":"Canadian Institutes of Health Research","keywords":"Psychological intervention; Emergency department; Medicine; Mental health; Referral; Nursing; Ambulatory care; Health care; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005882716,0.0004410351,0.0005245271,0.001253041,0.006146717,0.003697372,0.001025613,0.001422454,0.002321389],"category_scores_gemma":[0.01375767,0.0005955867,0.0006558042,0.001313879,0.004584651,0.002622142,0.003629359,0.001927098,0.0001911903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008144507,"about_ca_system_score_gemma":0.00934766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06561573,"about_ca_topic_score_gemma":0.1155354,"domain_scores_codex":[0.9949462,0.002599497,0.0003540676,0.0002127496,0.0006618532,0.001225676],"domain_scores_gemma":[0.9896628,0.006036722,0.001578892,0.0001644304,0.001284842,0.001272363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005160758,0.00004307326,0.07128654,0.0002789954,0.00002483393,0.001551168,0.918291,0.00004642625,0.000543367,0.001111578,0.001258485,0.005512912],"study_design_scores_gemma":[0.000003290002,0.00001483322,0.01045879,0.0001415884,0.000007883141,0.0003101382,0.9864624,0.0000483422,0.00007819747,0.0001240552,0.002335027,0.00001550092],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884968,0.001063951,0.0004905662,0.006980579,0.00009109567,0.00004818218,0.0001020717,0.000007470268,0.002719313],"genre_scores_gemma":[0.996385,0.0009811174,0.000310087,0.001510366,0.00002415421,0.00004007035,0.00005015865,0.000009236709,0.0006898528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06561573,"threshold_uncertainty_score":0.1304676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01738566097562043,"score_gpt":0.3455997910907047,"score_spread":0.3282141301150842,"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."}}