{"id":"W4403166151","doi":"10.61091/jcmcc122-18","title":"Optimization and Three-Dimensional Review of the Reform Path of College English Education System Driven by Information Technology in the New Era","year":2024,"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":"Path (computing); Mathematics education; Computer science; Political science; Medical education; Psychology; Medicine; Computer network","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":[0.0009567027,0.0002580418,0.0002387478,0.00174726,0.001109398,0.003062288,0.0005336094,0.000573165,0.004150045],"category_scores_gemma":[0.002171508,0.0002010114,0.0005565783,0.001559009,0.0009130726,0.00250005,0.0008296283,0.0005299508,0.0003896855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003997295,"about_ca_system_score_gemma":0.004748601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01374959,"about_ca_topic_score_gemma":0.01107166,"domain_scores_codex":[0.9991611,0.0003163098,0.00007327802,0.00009538425,0.000267906,0.00008611885],"domain_scores_gemma":[0.9994305,0.0001438,0.0000794892,0.00003280506,0.0002602751,0.00005310517],"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":[0.00004553789,0.00005869293,0.01080567,0.001084489,0.00007193122,0.0005027102,0.001650716,0.06142575,0.002123675,0.7400058,0.01595833,0.1662667],"study_design_scores_gemma":[0.00003291219,0.0002369503,0.03440097,0.001053918,0.0002322313,0.0006596967,0.006684139,0.3051571,0.004225328,0.2801791,0.3669765,0.0001611392],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.2699207,0.06044471,0.2767519,0.03340731,0.001716479,0.0005601163,0.0006362063,0.0003678152,0.3561948],"genre_scores_gemma":[0.9087138,0.02748433,0.03785766,0.0005232708,0.0002381158,0.0001570271,0.0002301545,0.00005537311,0.02474025],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01374959,"threshold_uncertainty_score":0.02900255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004776301099205957,"score_gpt":0.2234970111076188,"score_spread":0.2187207100084128,"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."}}