{"id":"W4375932700","doi":"10.1515/psych-2022-0133","title":"Toward a New Science of the Clinical Uses of the Arts","year":2023,"lang":"en","type":"article","venue":"Open Psychology","topic":"Art Therapy and Mental Health","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"University of Haifa; Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada; Universiteit van Amsterdam; Emory University","keywords":"The arts; Variety (cybernetics); Art therapy; Psychology; Computer science; Epistemology; Psychotherapist; Art; Visual arts; Philosophy; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01006152,0.000669052,0.0009169928,0.005502961,0.003004833,0.01212406,0.002090064,0.005787318,0.005521059],"category_scores_gemma":[0.01209187,0.0005145856,0.0007451817,0.00182549,0.08362973,0.02038042,0.006116039,0.008447048,0.000604332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004047397,"about_ca_system_score_gemma":0.004213909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001683718,"about_ca_topic_score_gemma":0.001133948,"domain_scores_codex":[0.9932922,0.004465255,0.0002252608,0.000679984,0.001061443,0.0002759673],"domain_scores_gemma":[0.9829863,0.01203047,0.00123284,0.001887355,0.001208745,0.000654216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005966747,0.00002099612,0.0002056242,0.00004335177,0.000003226887,0.00002073034,0.001566885,0.0001774657,0.00005473084,0.9922678,0.0005956417,0.005037522],"study_design_scores_gemma":[0.000007258188,0.00001382825,0.0002746734,0.00008607561,0.000002999381,0.00006891252,0.001182578,0.0007280452,0.00006800718,0.9889375,0.008622621,0.000007421897],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05465702,0.04101296,0.2255932,0.2496195,0.001635369,0.0002303423,0.0001776096,0.0003062691,0.4267677],"genre_scores_gemma":[0.9299324,0.009394531,0.04209704,0.009258541,0.001365846,0.0002944274,0.000056055,0.00008156102,0.007519618],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01212406,"threshold_uncertainty_score":0.05321103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4844527032018507,"score_gpt":0.5237308670241203,"score_spread":0.03927816382226956,"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."}}