{"id":"W4388105751","doi":"10.54254/2753-7064/9/20231164","title":"Material Exploration and Emotional Expression of Integrated Painting","year":2023,"lang":"en","type":"article","venue":"Communications in Humanities Research","topic":"Digital Media and Visual Art","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Painting; Variety (cybernetics); Expression (computer science); Art; Newspaper; Visual arts; Diversity (politics); Natural (archaeology); Computer science; Sociology; Artificial intelligence; History","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009028642,0.000371486,0.0002870434,0.000676426,0.001422408,0.003634678,0.0004169809,0.0008980262,0.004816484],"category_scores_gemma":[0.003910081,0.0002231664,0.000481436,0.0004455479,0.002527324,0.002056081,0.004233446,0.001352189,0.0003156117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007099075,"about_ca_system_score_gemma":0.0002800472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005510973,"about_ca_topic_score_gemma":0.0007444031,"domain_scores_codex":[0.9988753,0.0004546438,0.00002110846,0.00008820088,0.0004395554,0.0001212441],"domain_scores_gemma":[0.9992027,0.0004292531,0.0001134313,0.00006230807,0.00009486314,0.0000975399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001095473,0.0003140776,0.01285141,0.001151598,0.000284653,0.00404223,0.7144673,0.001364476,0.1168145,0.04280686,0.009937153,0.09487033],"study_design_scores_gemma":[0.0001896076,0.001182917,0.1891883,0.001089752,0.0002944887,0.007530654,0.5324029,0.005102777,0.01512163,0.02314799,0.2244092,0.0003397248],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8593959,0.001610624,0.005790721,0.001231481,0.0002533313,0.00007558104,0.00006686958,0.00007464367,0.1315009],"genre_scores_gemma":[0.9859855,0.0006089398,0.002010184,0.0002753864,0.00006135138,0.00005264208,0.0000442306,0.00004821531,0.01091352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004816484,"threshold_uncertainty_score":0.01611269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4229327055344613,"score_gpt":0.4521832544604714,"score_spread":0.02925054892601014,"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."}}