{"id":"W4409603665","doi":"10.61091/jcmcc127b-245","title":"Multi-dimensional evaluation method of art teaching quality based on analytic hierarchy process","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Digital Media and Visual Art","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department of Education, Fujian Province","keywords":"Analytic hierarchy process; Process (computing); Quality (philosophy); Computer science; Analytic network process; Management science; Mathematics; Engineering; Epistemology; Operations research; Philosophy; Programming language","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007698375,0.0002613234,0.0008315172,0.0003917254,0.0002126722,0.0002131553,0.0006605064,0.0001215601,0.000002570395],"category_scores_gemma":[0.002564297,0.0002217121,0.0002237639,0.0005282785,0.00006482482,0.0003763113,0.0002157093,0.0005215839,0.000001470529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001044529,"about_ca_system_score_gemma":0.0006241156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002623823,"about_ca_topic_score_gemma":8.950671e-8,"domain_scores_codex":[0.9960968,0.0004765589,0.001446509,0.0003105448,0.001399745,0.0002697736],"domain_scores_gemma":[0.994961,0.002075508,0.001273535,0.0003685245,0.001130447,0.0001909932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001365665,0.002345808,0.0002247747,0.0005744671,0.0001488218,0.00001069888,0.0007937107,0.002989718,0.0007415354,0.9764974,0.0001959868,0.0153405],"study_design_scores_gemma":[0.004290387,0.0006598412,0.0002049032,0.001048829,0.00008498925,0.00001191572,0.00009388195,0.6486493,0.001568879,0.3431155,0.00008153238,0.000190003],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3134805,0.0001050409,0.6690654,0.0006826877,0.01342974,0.0005490413,0.00000206183,0.0000547091,0.002630911],"genre_scores_gemma":[0.9163489,0.000001061364,0.08336062,0.0000817726,0.0001830689,0.00000266599,0.000001245286,0.00001143214,0.000009257968],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6456596,"threshold_uncertainty_score":0.9041159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0393007924118105,"score_gpt":0.3885263269153381,"score_spread":0.3492255345035276,"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."}}