{"id":"W7111946349","doi":"","title":"An evidence-based approach to creating a culture of inclusive opportunity through arts and creativity","year":2025,"lang":"en","type":"article","venue":"Durham Research Online (Durham University)","topic":"Art Education and Development","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Newcastle University; University of Winchester; Bath Spa University; Teesside University; Durham University; York University; University of Bradford; Edge Hill University; University of Leeds; Ohio State University","keywords":"Creativity; Disadvantaged; The arts; Attendance; Curriculum","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006903995,0.0001752961,0.0002806619,0.0007029567,0.001159377,0.0001173164,0.0003888333,0.00008022766,0.0003382133],"category_scores_gemma":[0.0006758022,0.0001643968,0.00005806898,0.0005837553,0.0005737969,0.0006763627,0.0003726536,0.0003709099,0.000005531762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002340917,"about_ca_system_score_gemma":0.001241801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001139365,"about_ca_topic_score_gemma":0.0008450779,"domain_scores_codex":[0.9981157,0.0003837564,0.0002247565,0.0004496539,0.0004677238,0.0003584372],"domain_scores_gemma":[0.9978181,0.000365269,0.00008345883,0.0003736398,0.001061701,0.0002978086],"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":[0.0007352716,0.003862164,0.00504621,0.0006294575,0.0001736016,0.00004630429,0.2201557,0.0001539462,0.000841577,0.7380196,0.02391149,0.0064247],"study_design_scores_gemma":[0.001029809,0.0005627626,0.004637693,0.0007715033,0.00005064183,0.000001807228,0.2281223,0.001140531,0.001069601,0.002651404,0.7595308,0.0004311777],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4178232,0.0001973025,0.002381442,0.006561654,0.0001327742,0.001149503,0.0001791709,0.000123729,0.5714512],"genre_scores_gemma":[0.9436116,0.0001500056,0.005795137,0.000701727,0.0001359164,0.000007065548,0.0001199039,0.00001241756,0.04946629],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7356193,"threshold_uncertainty_score":0.8917105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2070340451953792,"score_gpt":0.3992190865873506,"score_spread":0.1921850413919714,"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."}}