{"id":"W4413166671","doi":"10.3389/fpsyt.2025.1619292","title":"Predictors of poor quality of life for patients discharged from acute psychiatric care in Alberta","year":2025,"lang":"en","type":"article","venue":"Frontiers in Psychiatry","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; Alberta Health Services; Dalhousie University; University of Calgary; Alberta Health; University of Alberta","funders":"Alberta Innovates; Alberta Health Services","keywords":"Anxiety; Medicine; Depression (economics); Mental health; Psychological intervention; Quality of life (healthcare); Socioeconomic status; Logistic regression; Psychiatry; Cohort; Clinical psychology; Population; Environmental health; Nursing","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":[0.0003764735,0.0002048574,0.000295829,0.0006359784,0.0008897331,0.0008421724,0.0007311173,0.000317758,0.002062157],"category_scores_gemma":[0.001977919,0.0001655497,0.000301691,0.001340593,0.0004464804,0.0002638625,0.0008059388,0.000808164,0.0001240822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004455851,"about_ca_system_score_gemma":0.003889437,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6564527,"about_ca_topic_score_gemma":0.7867712,"domain_scores_codex":[0.9995964,0.00005210157,0.00003270158,0.0000385792,0.0001401436,0.0001401742],"domain_scores_gemma":[0.9985411,0.0001293503,0.0005322825,0.00002745487,0.0003078308,0.0004619483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003985533,0.00002632614,0.9980397,0.00001013484,0.00001695367,0.00005660216,0.000101044,0.00004949204,0.00003842347,0.0000108538,0.0003425734,0.001268268],"study_design_scores_gemma":[0.000005913393,0.00001906158,0.9991699,0.00001388167,0.000008824695,0.00004474372,0.0004855493,0.0001272275,0.000007854732,0.00001232941,0.0001020029,0.000002767426],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982243,0.0002631102,0.00002513409,0.0002851138,0.000007497756,0.00001164056,0.0004176727,0.000003840583,0.0007617318],"genre_scores_gemma":[0.99919,0.0001427944,0.00003375888,0.00005936592,0.000004796431,0.000004485208,0.0003889857,0.000001172581,0.0001746461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3435473,"threshold_uncertainty_score":0.691141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007065990588169349,"score_gpt":0.2944539313288012,"score_spread":0.2873879407406318,"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."}}