{"id":"W4415582809","doi":"10.18432/ari29883","title":"Where Can Arts Integration Go?","year":2025,"lang":"en","type":"article","venue":"Art/Research International A Transdisciplinary Journal","topic":"Art Education and Development","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"The arts; Praxis; Citizen journalism; Participatory action research; Ethnography; Social research; Arts in education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001117059,0.0001520084,0.0001425821,0.0007358468,0.001441745,0.000756017,0.0005159494,0.00004545544,0.01201556],"category_scores_gemma":[0.00006618576,0.0001250214,0.0001241255,0.0001364942,0.0003244353,0.000504101,0.00009304354,0.0007424818,0.00068664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003116037,"about_ca_system_score_gemma":0.0005243263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001206576,"about_ca_topic_score_gemma":0.002120346,"domain_scores_codex":[0.9979661,0.0001346589,0.0004566434,0.0002468393,0.0008084915,0.0003873308],"domain_scores_gemma":[0.9984694,0.0001536125,0.00006689331,0.0001492799,0.0009863233,0.000174545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001086892,0.0003208432,0.000264847,0.00001637302,0.0001318921,0.00003246385,0.08020011,0.00001851101,0.0001241131,0.443894,0.462792,0.01209613],"study_design_scores_gemma":[0.0005526733,0.00009306065,0.001309225,0.0002548863,0.000008896775,0.00005133135,0.02729266,0.0003237359,0.0001808685,0.08711763,0.8826599,0.0001551931],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03262517,0.0003316784,0.002084253,0.1800783,0.005117512,0.0002860388,0.00003499166,0.00006699006,0.7793751],"genre_scores_gemma":[0.7579958,0.000249822,0.0004186762,0.0005960966,0.001126949,0.00005334648,0.00005496722,0.00001524269,0.2394891],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7253706,"threshold_uncertainty_score":0.9998583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0938959980778678,"score_gpt":0.3929175037252404,"score_spread":0.2990215056473726,"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."}}