{"id":"W4393629650","doi":"10.23977/aetp.2024.080221","title":"Implementation of Multidimensional Interactive Teaching Model in College English Teaching","year":2024,"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":"College English; Mathematics education; Computer science; Multimedia; 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":[0.0004961173,0.0001281752,0.0001778413,0.001535286,0.00007660055,0.00000694877,0.0003663297,0.000219533,0.00002172923],"category_scores_gemma":[0.0001721243,0.0001218836,0.00002338529,0.000550487,0.0002257028,0.0007453512,0.0001091634,0.0009153325,0.000004220435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006331647,"about_ca_system_score_gemma":0.0002371602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002228867,"about_ca_topic_score_gemma":0.0001699676,"domain_scores_codex":[0.9987368,0.00009727381,0.0003718429,0.0004953022,0.00008415076,0.0002146419],"domain_scores_gemma":[0.9990456,0.0005589956,0.00008456483,0.0002355037,0.00005324587,0.00002207424],"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":[0.000008173011,0.0001551939,0.04417238,0.00001701217,0.00000956133,0.000003098269,0.001869726,0.0001125006,0.0003498725,0.9106953,0.0001865828,0.04242061],"study_design_scores_gemma":[0.0004027716,0.00009544129,0.03206634,0.00009755673,0.00000372412,0.00008759775,0.00186098,0.007788708,0.000272599,0.9489054,0.008247011,0.0001718439],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.888292,0.007053269,0.04942573,0.04804893,0.002446198,0.0003188663,0.00002537554,0.0001978505,0.004191775],"genre_scores_gemma":[0.9313617,0.0003243788,0.067747,0.0003049128,0.00004409792,0.0001094858,0.00001078032,0.000006539182,0.0000911191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04774402,"threshold_uncertainty_score":0.4970267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01633484173752877,"score_gpt":0.4233001961157334,"score_spread":0.4069653543782047,"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."}}