{"id":"W4417058030","doi":"10.1162/leon.a.2590","title":"Unexpected Applications of the Free Energy Principle and Surrealism for Art Therapy","year":2025,"lang":"en","type":"article","venue":"Leonardo","topic":"Art Therapy and Mental Health","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Society of Canada; University of Victoria","funders":"","keywords":"Unconscious mind; Bayesian probability; Bayesian inference; Free energy principle; Inference; Intersection (aeronautics); Probabilistic logic","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":[0.00005352277,0.00005437012,0.00008288949,0.00002472722,0.0002621051,0.00001209088,0.0001205211,0.00001971652,0.00007798355],"category_scores_gemma":[0.000002707598,0.00003587526,0.00004189023,0.00002819113,0.00012337,0.00002606494,0.00002944326,0.00002790119,8.667284e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001062378,"about_ca_system_score_gemma":0.00003203387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001652259,"about_ca_topic_score_gemma":0.001445462,"domain_scores_codex":[0.9996425,0.00001890598,0.0001146717,0.0000886903,0.00004914123,0.00008611625],"domain_scores_gemma":[0.999635,0.00005935557,0.00004166642,0.0002089089,0.00003910329,0.00001592567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003092781,0.00004557806,0.0001268368,0.00002039933,0.00001916181,1.700176e-8,0.002322541,3.672804e-7,0.0001239963,0.975629,0.005832125,0.01584909],"study_design_scores_gemma":[0.000413098,0.00003328119,0.0005265538,0.00001339707,0.00000471444,1.861575e-7,0.0008454202,0.00001602842,0.001113281,0.02922707,0.9677703,0.00003668561],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3729903,0.0156463,0.01254014,0.07085517,0.002705462,0.006257207,0.001548129,0.0003820377,0.5170752],"genre_scores_gemma":[0.951196,0.0003052234,0.00005904869,0.001785605,0.0001538846,0.0002401056,0.00002349623,0.000008119173,0.04622848],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9619381,"threshold_uncertainty_score":0.2015927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01951809969973602,"score_gpt":0.2716760888483275,"score_spread":0.2521579891485915,"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."}}