{"id":"W7117251056","doi":"10.5281/zenodo.18049609","title":"Post-Surface Painting and the Structural Limits of Academic Painting Education","year":2025,"lang":"en","type":"preprint","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Art Education and Development","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Painting; Higher education; Visual culture; Quarter (Canadian coin); Photography; Ukrainian","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002349435,0.0001661037,0.0002447466,0.001439804,0.004194889,0.006918812,0.0007774752,0.0008210443,0.007366191],"category_scores_gemma":[0.004195355,0.0002009279,0.0001950776,0.001698628,0.018982,0.00437649,0.00483924,0.001880609,0.0003554756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009522121,"about_ca_system_score_gemma":0.004282985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005448817,"about_ca_topic_score_gemma":0.006886608,"domain_scores_codex":[0.9982373,0.0006851965,0.00005011396,0.0002512568,0.0003103552,0.0004658583],"domain_scores_gemma":[0.9983278,0.0008193952,0.0002117971,0.0002717481,0.0001959685,0.0001732363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003330021,0.00003768583,0.001880507,0.00005968205,0.000004019115,0.0001024393,0.06038552,0.0003751024,0.0002793945,0.9076402,0.0003508673,0.02885134],"study_design_scores_gemma":[0.00004813878,0.0001790696,0.0422355,0.0004460211,0.00001951962,0.0003560018,0.09469927,0.001795792,0.002358467,0.5586435,0.2991902,0.00002848279],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6401597,0.003345384,0.007097723,0.004869857,0.00005714597,0.00003804195,0.00004935649,0.00006852744,0.3443143],"genre_scores_gemma":[0.9970403,0.0001439894,0.0002531606,0.00003407874,0.000007263794,0.000005947115,0.000005256054,0.000007720464,0.002502329],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.009522121,"threshold_uncertainty_score":0.06908816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0429492600746647,"score_gpt":0.2744056196935762,"score_spread":0.2314563596189115,"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."}}