{"id":"W7089630616","doi":"10.23977/aetp.2025.090513","title":"Research on the Teaching Reform Path for the Intelligent Construction Major Based on the OBE Concept and Empowered by AI","year":2025,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Educational Technology and Pedagogy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Restructuring; Curriculum; Architecture; Path (computing); Intelligent decision support system; Swift; Engineering education","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":[0.006400709,0.0001932673,0.0002312684,0.001029229,0.002266141,0.005387196,0.0009133458,0.001433074,0.00428007],"category_scores_gemma":[0.009537568,0.0001638425,0.0003825453,0.000805955,0.01001233,0.008976788,0.003747047,0.002788332,0.0003831867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00600849,"about_ca_system_score_gemma":0.01159825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001310413,"about_ca_topic_score_gemma":0.001845326,"domain_scores_codex":[0.9957221,0.002870377,0.0001309998,0.0003908987,0.0004728456,0.0004127064],"domain_scores_gemma":[0.9938764,0.003656291,0.0007765902,0.000463114,0.0006625228,0.0005650838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001565686,0.0001238513,0.001693681,0.00008923823,0.000003241154,0.00003846282,0.01173037,0.0004871204,0.0002830284,0.9550486,0.0005231382,0.02996363],"study_design_scores_gemma":[0.00009446549,0.0003676614,0.008131227,0.000877297,0.00004213323,0.0002038253,0.0486775,0.01420855,0.004384354,0.7966933,0.1262687,0.00005099351],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4041782,0.002782894,0.2491736,0.06565645,0.000397943,0.0006619288,0.00005240119,0.0002073782,0.2768892],"genre_scores_gemma":[0.9740484,0.0005612209,0.01923241,0.0007482135,0.0000269705,0.0001410493,0.00001424076,0.00001464826,0.005212844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006400709,"threshold_uncertainty_score":0.04359484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03568882505928121,"score_gpt":0.4469879256595544,"score_spread":0.4112991006002732,"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."}}