{"id":"W4409604909","doi":"10.61091/jcmcc127b-304","title":"The Role of Artificial Intelligence Algorithms in English Education in Colleges and Universities and Their Teaching Strategies","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":"Mathematics education; Computer science; Artificial intelligence; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001425891,0.0001166077,0.0002946972,0.0002943511,0.0002077254,0.0001741285,0.0003688716,0.00009981838,1.790905e-7],"category_scores_gemma":[0.0002469687,0.00009232958,0.00002742323,0.0002657136,0.0001563132,0.0002803844,0.000225153,0.0004025275,2.649139e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005065435,"about_ca_system_score_gemma":0.0006393028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003903747,"about_ca_topic_score_gemma":0.000007062057,"domain_scores_codex":[0.9989277,0.0001201243,0.0005601275,0.0001260748,0.000128286,0.0001376678],"domain_scores_gemma":[0.997869,0.001394054,0.0003503902,0.0001228923,0.0002315613,0.00003208153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001551969,0.0001700995,0.0004324849,0.00003731511,0.0000143625,7.30792e-7,0.006694925,0.00001279628,0.00008130424,0.943096,0.000004190813,0.04944024],"study_design_scores_gemma":[0.0002620386,0.0001288145,0.0004921983,0.0002652184,0.00000616484,0.00001047974,0.05154728,0.009927438,0.0004808644,0.9366102,0.000194369,0.00007488671],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851735,0.002181077,0.007144846,0.00038884,0.004129766,0.0001293681,4.863313e-7,0.00001199305,0.0008401463],"genre_scores_gemma":[0.9959294,0.0001422146,0.0037798,0.000006331525,0.0001337512,9.399872e-7,1.497015e-7,0.000003235316,0.000004239083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04936535,"threshold_uncertainty_score":0.3765091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01061146016406728,"score_gpt":0.2822454316862214,"score_spread":0.2716339715221541,"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."}}