{"id":"W4402050783","doi":"10.15212/caet/2024/10/4","title":"Mural Painting and Inclusive Research in Cameroon: Implementation and Impact at the University of Bamenda Campus","year":2024,"lang":"en","type":"article","venue":"Creative Arts in Education and Therapy","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Mural; Painting; Art; Visual arts; Art history","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000699389,0.00003671142,0.00005004957,0.00006589602,0.0003296409,0.00004451999,0.00002699395,0.00002262099,0.0003185487],"category_scores_gemma":[0.00001732933,0.00002584398,0.00000689449,0.0002293255,0.0003113654,0.0001153636,0.00003406798,0.00007656648,4.397151e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002065323,"about_ca_system_score_gemma":0.0002223102,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02111694,"about_ca_topic_score_gemma":0.01439665,"domain_scores_codex":[0.9994727,0.0001883629,0.00006118266,0.0001019234,0.00008221328,0.0000936102],"domain_scores_gemma":[0.9997053,0.0001715425,0.00002066018,0.00002585625,0.00004760661,0.00002908171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001572814,0.00001429882,0.06941566,0.00000394478,0.000008059695,7.402633e-7,0.1642948,3.583071e-7,0.00007771607,0.001887913,0.003112238,0.7611685],"study_design_scores_gemma":[0.0001622137,0.00003327891,0.1463617,0.00004752596,0.000001217766,9.961402e-7,0.7844197,0.00001026828,0.00008999719,0.001473101,0.06736127,0.0000388105],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870026,0.003896929,8.642154e-7,0.006186725,0.00004487762,0.0002041316,0.000002732025,0.000002825926,0.002658368],"genre_scores_gemma":[0.9933173,0.004639945,0.00001425709,0.0000309637,0.00002578887,0.000002794799,0.000004612961,0.000001584225,0.001962763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7611297,"threshold_uncertainty_score":0.9854015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08186397635863003,"score_gpt":0.4509354671549831,"score_spread":0.3690714907963531,"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."}}