{"id":"W4409603187","doi":"10.61091/jcmcc127b-121","title":"An empirical study on the design of intelligent auxiliary teaching system and teaching interaction effect of Ideological and Political classes in universities based on fuzzy comprehensive evaluation method","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Educational Reforms and Innovations","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ideology; Fuzzy logic; Politics; Mathematics education; Empirical research; Computer science; Sociology; Engineering; Engineering management; Artificial intelligence; Psychology; Political science; Epistemology; Philosophy; Law","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":[0.005121326,0.0001402712,0.0004038175,0.0001809438,0.0002000997,0.00004545942,0.0001375589,0.00006982293,0.000002356213],"category_scores_gemma":[0.0007007863,0.00008957561,0.0000402657,0.0001281593,0.0001053347,0.0001292338,0.00009530313,0.000470441,9.626259e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002873509,"about_ca_system_score_gemma":0.00007042792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007081327,"about_ca_topic_score_gemma":5.740413e-7,"domain_scores_codex":[0.9973468,0.001295147,0.0006231866,0.0001492646,0.0004642585,0.0001213374],"domain_scores_gemma":[0.9941093,0.005188662,0.000428042,0.0001175912,0.000105015,0.0000513566],"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":[0.0004073385,0.001375338,0.02166929,0.000144359,0.00005718974,0.000002463357,0.002168906,0.004401631,0.000816378,0.9670136,0.00001895337,0.001924562],"study_design_scores_gemma":[0.006204935,0.01393009,0.07296208,0.001993846,0.0003504577,0.0000307373,0.05706527,0.6080518,0.002158407,0.2369098,0.00002127553,0.0003213605],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906389,0.00000864331,0.007059329,0.000205262,0.0009006708,0.0004312572,5.759198e-7,0.000004564502,0.0007508645],"genre_scores_gemma":[0.9980271,6.488511e-7,0.001877896,0.00002677863,0.00005880599,0.000002572351,5.644279e-7,0.000005130178,5.275618e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7301039,"threshold_uncertainty_score":0.3652788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03748741910401301,"score_gpt":0.373614962431956,"score_spread":0.336127543327943,"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."}}