{"id":"W4415285448","doi":"10.1177/20552076251386662","title":"The role of AI-driven art therapy in supporting autism, mental health, and emotional well-being: An umbrella review","year":2025,"lang":"en","type":"review","venue":"Digital Health","topic":"Art Therapy and Mental Health","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wycliffe College","funders":"","keywords":"Psychological intervention; Mental health; Transformative learning; Art therapy; Therapeutic relationship; Psychological therapy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01169509,0.001660463,0.005259463,0.0129737,0.001136246,0.005648806,0.002148867,0.004095096,0.002767398],"category_scores_gemma":[0.03442249,0.0008994837,0.005503159,0.009084775,0.001687168,0.003874879,0.002445155,0.002454306,0.0004504759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004263035,"about_ca_system_score_gemma":0.01270978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006698443,"about_ca_topic_score_gemma":0.0108589,"domain_scores_codex":[0.992659,0.003107817,0.002234304,0.0006246549,0.001134996,0.0002392409],"domain_scores_gemma":[0.9629551,0.03168778,0.002388607,0.000492729,0.002174621,0.0003011317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001550832,0.00006422932,0.0005230412,0.6994932,0.002647462,0.0001355028,0.001047798,0.0002674712,0.0003484212,0.004523894,0.005290888,0.285503],"study_design_scores_gemma":[0.00005159306,0.0002069227,0.001522549,0.8944545,0.009738672,0.0004227967,0.0007540369,0.0001766642,0.0002294468,0.001962905,0.09043864,0.00004124262],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001139336,0.9989365,0.00008353902,0.0003690176,0.0001635504,0.00003554806,0.00001617221,0.000002119535,0.000279489],"genre_scores_gemma":[0.00219401,0.9965088,0.0004379859,0.0004838189,0.0001547743,0.0001400617,0.00001911874,0.000002067576,0.00005939471],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0129737,"threshold_uncertainty_score":0.06185025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04543361949862346,"score_gpt":0.3701980626455587,"score_spread":0.3247644431469353,"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."}}