{"id":"W4413852441","doi":"10.1921/swssr20252471","title":"Assessment of Quality of Life in Mental HealthAssessment of Quality of Life in Mental Health","year":2025,"lang":"en","type":"article","venue":"Social Work and Social Sciences Review","topic":"Resilience and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Mental health; Quality of life (healthcare); Quality (philosophy); Psychology; Psychiatry; Psychotherapist; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007979676,0.0001517789,0.001560724,0.0001337329,0.0002829865,0.000005518877,0.0002989738,0.0001071867,0.000120218],"category_scores_gemma":[0.00006986602,0.0001371889,0.0001847625,0.001757681,0.0009520912,0.00008676773,0.0001088046,0.0001949929,4.437129e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002793395,"about_ca_system_score_gemma":0.001723338,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01014264,"about_ca_topic_score_gemma":0.002248183,"domain_scores_codex":[0.9942761,0.001989813,0.00229271,0.0003583821,0.0006685668,0.0004144208],"domain_scores_gemma":[0.9981491,0.0001950317,0.001382031,0.0001256839,0.00005510033,0.00009304264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001170822,0.001233665,0.8027005,0.008833782,0.0000358636,1.34368e-7,0.0140156,3.595254e-7,0.00004580126,0.1217328,0.001370028,0.04991441],"study_design_scores_gemma":[0.00102596,0.0002438805,0.9809737,0.001301775,0.000007103368,4.773912e-8,0.01481114,9.752476e-7,0.000004277196,0.0007789307,0.0007452494,0.0001070042],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9375948,0.03716129,0.000009679408,0.01770401,0.0003733123,0.001224095,0.00007364133,0.000004781928,0.005854344],"genre_scores_gemma":[0.9783598,0.01913978,0.0001208859,0.002259705,0.00002555692,0.00003425525,0.00001120294,0.000003725957,0.00004515753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1782732,"threshold_uncertainty_score":0.9964489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1548902026635571,"score_gpt":0.589242537825935,"score_spread":0.434352335162378,"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."}}