{"id":"W4410981383","doi":"10.18733/cpi29758","title":"The Therapeutic and Transformative Impact of Making Collages","year":2025,"lang":"en","type":"article","venue":"Cultural and Pedagogical Inquiry","topic":"Art Therapy and Mental Health","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transformative learning; Geology; Psychoanalysis; Psychology; Developmental psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.007683091,0.0008750875,0.0004411844,0.001249106,0.01114088,0.01123154,0.001647371,0.00322384,0.007525802],"category_scores_gemma":[0.01601521,0.0003274279,0.0009670675,0.0006023837,0.02348636,0.006549179,0.01672249,0.008336054,0.002004502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002207284,"about_ca_system_score_gemma":0.002954961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007841748,"about_ca_topic_score_gemma":0.001662471,"domain_scores_codex":[0.9899048,0.007213423,0.0001599524,0.0005280118,0.00117641,0.001017479],"domain_scores_gemma":[0.9918591,0.003941762,0.001015585,0.0007928571,0.0005007996,0.00188992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001124808,0.0005718063,0.002329829,0.0006421602,0.00007325217,0.003295562,0.6121786,0.0005440968,0.003286252,0.1506074,0.05849654,0.1678621],"study_design_scores_gemma":[0.00003726648,0.0002908493,0.002463566,0.0009745512,0.00003931856,0.003682902,0.3584871,0.0004257775,0.001939076,0.06178447,0.5697992,0.00007580455],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2780859,0.02194938,0.03840305,0.1712616,0.01644087,0.0005961339,0.000115227,0.0007527967,0.4723951],"genre_scores_gemma":[0.9038169,0.008992257,0.01980755,0.01130219,0.002817268,0.000347896,0.00006725505,0.0003503458,0.05249841],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01123154,"threshold_uncertainty_score":0.04063261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6291186814823161,"score_gpt":0.5150211215670601,"score_spread":0.1140975599152559,"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."}}