{"id":"W4409579974","doi":"10.61091/jcmcc127a-097","title":"A Study on Evaluation and Effectiveness Prediction of Medical English Teaching Combined with Multivariate Analysis Modeling","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":"Multivariate statistics; Multivariate analysis; Computer science; Machine learning","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":[0.007868092,0.0002007256,0.0007213571,0.0006638899,0.0002658768,0.0001217432,0.0005396086,0.0001863903,9.869298e-7],"category_scores_gemma":[0.001705544,0.0001619497,0.00009016984,0.0007185878,0.00006450767,0.0002233374,0.000253581,0.0006344477,7.008803e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000747827,"about_ca_system_score_gemma":0.0003440174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002147419,"about_ca_topic_score_gemma":9.327185e-7,"domain_scores_codex":[0.9969635,0.0005771754,0.0008442103,0.0002783868,0.001169857,0.000166879],"domain_scores_gemma":[0.9962721,0.001662724,0.0006483827,0.0002927828,0.001031599,0.00009244102],"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":[0.000211638,0.001872503,0.009192163,0.0001132423,0.001037394,0.000006481491,0.005079937,0.001722508,0.00004316109,0.9789933,0.000004065408,0.001723599],"study_design_scores_gemma":[0.009486956,0.003093039,0.01200282,0.0007728832,0.0009415784,0.00001639169,0.001963791,0.6394388,0.0001581399,0.3319424,0.000004480134,0.0001787248],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8544947,0.00007086369,0.1412967,0.0001385994,0.003441343,0.0003786384,6.504254e-7,0.00003196048,0.000146572],"genre_scores_gemma":[0.9970635,0.000005992877,0.00273095,0.000009103951,0.0001745216,0.000006655692,9.735526e-7,0.000007728485,5.503251e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6470509,"threshold_uncertainty_score":0.6604119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02606414044955746,"score_gpt":0.3415815151450323,"score_spread":0.3155173746954749,"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."}}