{"id":"W4409604939","doi":"10.61091/jcmcc127b-334","title":"Algorithm design for optimizing color analysis and teaching effect in oil paintings with AI technology support","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":"Weinan Normal University","keywords":"Painting; Computer science; Artificial intelligence; Engineering drawing; Computer graphics (images); Art; Visual arts; Engineering","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":[0.003473321,0.0002900159,0.001030283,0.0008762784,0.0002565261,0.0005027055,0.0005666449,0.0001653754,3.135107e-7],"category_scores_gemma":[0.0005200602,0.0002328174,0.0001362591,0.0009599789,0.00009546812,0.0004460143,0.0003504837,0.0005196569,1.986064e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000766853,"about_ca_system_score_gemma":0.000170562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004828044,"about_ca_topic_score_gemma":3.233536e-7,"domain_scores_codex":[0.9978803,0.0001369121,0.0008867279,0.0003330134,0.000360247,0.0004027873],"domain_scores_gemma":[0.9968465,0.001844961,0.0006170458,0.0002262725,0.0003382664,0.0001269583],"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":[0.0001456263,0.0004965118,0.001058661,0.0003983189,0.0006458177,0.00006484566,0.0009485469,0.0001874548,0.0002034576,0.8640373,0.00004807599,0.1317654],"study_design_scores_gemma":[0.009827653,0.005256118,0.0001032716,0.001322142,0.0006393305,0.00008897628,0.0003587213,0.3723909,0.00252736,0.6066348,0.0003218412,0.0005289621],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2291245,0.00008661446,0.7673304,0.0005350744,0.002451748,0.0002489999,5.879133e-7,0.00004934338,0.0001727242],"genre_scores_gemma":[0.7477236,0.00001027233,0.2520565,0.00004850877,0.0001272458,0.000009601835,5.020268e-7,0.00001423677,0.000009513918],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5185992,"threshold_uncertainty_score":0.9494018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007907613495446249,"score_gpt":0.2711618758022829,"score_spread":0.2632542623068366,"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."}}