{"id":"W4409794957","doi":"10.61091/jcmcc127b-381","title":"Design and Implementation of Interdisciplinary Knowledge Integration and Teaching Innovation System for Dual Colleges and Universities Based on Artificial Intelligence Algorithms","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Educational Technology and Pedagogy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dual (grammatical number); Computer science; Artificial intelligence; Engineering management; Mathematics education; Engineering; Knowledge management; Psychology","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":[0.0009735916,0.0005290002,0.0007303398,0.0009252183,0.001107758,0.001750971,0.001855662,0.00104658,0.003750167],"category_scores_gemma":[0.001357547,0.0003493119,0.0007927011,0.0006711256,0.000462152,0.001864932,0.001682499,0.0006755412,0.0006401876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00116654,"about_ca_system_score_gemma":0.002854445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005581259,"about_ca_topic_score_gemma":0.002912665,"domain_scores_codex":[0.999056,0.0001543477,0.00008318474,0.0003002796,0.0002712439,0.0001349105],"domain_scores_gemma":[0.9994091,0.0001110119,0.00006059351,0.00007476351,0.0002363013,0.00010824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006705256,0.001572012,0.01594138,0.0006852813,0.0002397552,0.0006160002,0.00152778,0.2416168,0.06961616,0.03478173,0.005750324,0.6269822],"study_design_scores_gemma":[0.0001067822,0.0002885536,0.00264426,0.0000225901,0.0000893167,0.00009577058,0.0001909969,0.9751497,0.01171388,0.00326481,0.006391337,0.00004209823],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.09522711,0.0002190785,0.8891382,0.0003133569,0.0001030527,0.0005727699,0.00006501215,0.00327278,0.01108867],"genre_scores_gemma":[0.7768669,0.0002077576,0.2148427,0.0001211257,0.00003308798,0.0007852626,0.0001837757,0.00005328761,0.006906079],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005581259,"threshold_uncertainty_score":0.01254559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03425094956536337,"score_gpt":0.3531323603131228,"score_spread":0.3188814107477594,"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."}}