{"id":"W4414180106","doi":"10.1192/j.eurpsy.2025.390","title":"Evaluating the Prevalence and Correlates of Low Resilience in Patients Before Discharge from Acute Mental Health Units in Alberta, Canada","year":2025,"lang":"en","type":"article","venue":"European Psychiatry","topic":"Resilience and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; University of British Columbia; Dalhousie University; University of Calgary; University of Alberta","funders":"","keywords":"Mental health; Psychological resilience; Depression (economics); Logistic regression; Cohort; Resilience (materials science)","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":[0.0008589915,0.0002867204,0.0003681735,0.00165712,0.002380082,0.00109513,0.001363126,0.0004675789,0.002089925],"category_scores_gemma":[0.002941831,0.0003066904,0.0003675584,0.002920887,0.0009031736,0.0003341954,0.001193157,0.0007454086,0.0001870374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01820589,"about_ca_system_score_gemma":0.02004468,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9762617,"about_ca_topic_score_gemma":0.9846449,"domain_scores_codex":[0.9989792,0.0001077902,0.00006008637,0.0000943472,0.0002799014,0.0004786765],"domain_scores_gemma":[0.9972745,0.0002167592,0.0005611049,0.00004099712,0.0009365492,0.0009701279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003229129,0.00002229284,0.9970173,0.00001681279,0.00001230686,0.00006781826,0.0005942822,0.0000363961,0.00005011065,0.00002063541,0.0002880687,0.001841748],"study_design_scores_gemma":[0.000003166824,0.00002588561,0.9970475,0.00003087686,0.000007429716,0.0000348511,0.002561233,0.00009964428,0.00001663455,0.00001186601,0.0001567041,0.000004262765],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979252,0.0003202469,0.00005471912,0.0002627763,0.000009023453,0.00003774527,0.0005971728,0.000003856272,0.0007891669],"genre_scores_gemma":[0.9989581,0.0002234123,0.0001054983,0.00006222275,0.000004847829,0.0000132548,0.0003779781,0.000001148223,0.0002534152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02373827,"threshold_uncertainty_score":0.1320936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01107155990812239,"score_gpt":0.3356184876220366,"score_spread":0.3245469277139141,"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."}}