{"id":"W4409604956","doi":"10.61091/jcmcc127b-301","title":"Research on the Integration and Evaluation Method of Intelligent Interaction Design and Visual Communication Design Education Content Based on Fuzzy Logic Reasoning Algorithm","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":"","keywords":"Fuzzy logic; Computer science; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005310926,0.0006328609,0.0006350224,0.003720091,0.0006270919,0.001948422,0.00104447,0.0008284071,0.002477516],"category_scores_gemma":[0.01326697,0.0002890365,0.0009026152,0.002361438,0.0009281581,0.004465263,0.0006098807,0.0007008297,0.0002698077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002656006,"about_ca_system_score_gemma":0.002299794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007544366,"about_ca_topic_score_gemma":0.003788374,"domain_scores_codex":[0.9949598,0.001565353,0.0002985185,0.000615587,0.002370764,0.0001899197],"domain_scores_gemma":[0.9953642,0.002305236,0.0003304667,0.0002040205,0.001650139,0.0001458745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002903209,0.0004915607,0.02037704,0.0007360521,0.0002499948,0.00009531824,0.001331762,0.04154315,0.01482964,0.07318608,0.002595937,0.8442733],"study_design_scores_gemma":[0.0001853932,0.0006142963,0.02666824,0.0002939979,0.0003406977,0.0003346249,0.0009408598,0.9025319,0.01977069,0.03683817,0.0113131,0.0001681543],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07087214,0.0008493002,0.9143369,0.0005234698,0.00007785337,0.0003841433,0.00005659039,0.0003432805,0.01255635],"genre_scores_gemma":[0.6281959,0.0008599883,0.3669039,0.0001248589,0.00006487207,0.0004162141,0.0001205566,0.00004317749,0.003270504],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007544366,"threshold_uncertainty_score":0.0280872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1546205176959199,"score_gpt":0.4326303520352814,"score_spread":0.2780098343393616,"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."}}