{"id":"W4302012102","doi":"10.32920/ryerson.14668464.v1","title":"Testing a model of psychosocial outcomes among adults living with mental illness accessing community-based services","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of Regina","funders":"","keywords":"Psychosocial; Mental illness; Rehabilitation; Mediation; Mechanism (biology); Psychology; Clinical psychology; Mental health; Psychiatry","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":[0.01467112,0.001442114,0.0006594585,0.00167993,0.001195042,0.002239893,0.00248489,0.001234248,0.007990599],"category_scores_gemma":[0.04597924,0.0006759968,0.002196623,0.0009223783,0.001939373,0.002218623,0.002376905,0.002100811,0.0005886104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004195021,"about_ca_system_score_gemma":0.007950083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02867377,"about_ca_topic_score_gemma":0.01598294,"domain_scores_codex":[0.9917427,0.006113807,0.0001901956,0.0008293003,0.0005966067,0.0005273832],"domain_scores_gemma":[0.9652219,0.02932943,0.00244885,0.0008611924,0.001323241,0.0008153901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001042228,0.007246679,0.90114,0.0003202331,0.00113323,0.0003721757,0.009517317,0.01000353,0.000528524,0.02158469,0.001189375,0.04592196],"study_design_scores_gemma":[0.00125278,0.006727285,0.6262401,0.000504358,0.001404823,0.0005461201,0.01583722,0.3052869,0.00149198,0.03773841,0.002839513,0.0001304853],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804971,0.0001238037,0.009369473,0.001790467,0.00004185345,0.0007699874,0.0004013274,0.00009460864,0.006911384],"genre_scores_gemma":[0.9889584,0.0001068101,0.008321822,0.0001050869,0.00001155172,0.000970654,0.0003264843,0.0000105967,0.001188652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02867377,"threshold_uncertainty_score":0.07758921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2596215655614891,"score_gpt":0.4476345348547147,"score_spread":0.1880129692932256,"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."}}