{"id":"W4409784282","doi":"10.31219/osf.io/an7sk_v1","title":"A preliminary investigation of the mental health impact of involvement in a participatory arts program in Canada","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Art Therapy and Mental Health","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"The arts; Citizen journalism; Mental health; Psychology; Participatory evaluation; Political science; Sociology; Environmental health; Psychiatry; Medicine; Social science; Visual arts; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008717602,0.0001838985,0.000270975,0.0006167684,0.004104587,0.001270128,0.0008045323,0.0002787526,0.003572594],"category_scores_gemma":[0.002975816,0.0001724367,0.0003236823,0.001408422,0.001009297,0.0003443414,0.001613767,0.0009081694,0.0001165238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02985723,"about_ca_system_score_gemma":0.05318742,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9857321,"about_ca_topic_score_gemma":0.9968454,"domain_scores_codex":[0.9988869,0.0001832635,0.00002774133,0.00007912318,0.0002780773,0.0005449904],"domain_scores_gemma":[0.9974389,0.0002330844,0.0002731811,0.00005815629,0.0008697169,0.001127075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000848337,0.001228945,0.895314,0.0002521273,0.00007881024,0.0003864163,0.02531914,0.0003876043,0.001638384,0.001143055,0.002783478,0.07061955],"study_design_scores_gemma":[0.00003114551,0.0002649532,0.9723459,0.00008126857,0.00003229515,0.00004741994,0.02378896,0.0002305238,0.0002842669,0.0000757174,0.002803982,0.00001359139],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954731,0.0001340479,0.00003667075,0.0005331155,0.000007037379,0.00006926138,0.0004275219,0.000002266692,0.003316887],"genre_scores_gemma":[0.9971999,0.000235444,0.000191385,0.0001440392,0.000005343714,0.00003369896,0.0002201163,0.00000205033,0.001968022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02985723,"threshold_uncertainty_score":0.2166304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.108858694567821,"score_gpt":0.3455788148269316,"score_spread":0.2367201202591106,"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."}}