{"id":"W4388983642","doi":"10.23977/aetp.2023.071604","title":"Research on the Hybrid Teaching Model of College English in the Post-epidemic Era","year":2023,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Foreign Language Teaching Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Vocabulary; Computer science; Test (biology); Personality; Learning styles; Aptitude; Psychology; Linguistics","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":[0.01126985,0.00007110374,0.0001308414,0.0008617606,0.0004120318,0.000005841767,0.000714613,0.0001502105,0.00003161159],"category_scores_gemma":[0.007085678,0.00004449076,0.00001956374,0.001396358,0.001502027,0.0001100578,0.0000507001,0.001472839,0.000008439422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004521724,"about_ca_system_score_gemma":0.0001528836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001147957,"about_ca_topic_score_gemma":0.0005595686,"domain_scores_codex":[0.9970415,0.00193107,0.0002202764,0.0002609943,0.0002140743,0.0003321311],"domain_scores_gemma":[0.9935451,0.00599168,0.00006491977,0.0003045159,0.00007751706,0.0000162328],"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":[0.00001874677,0.00008443528,0.007957971,0.000003565583,0.000002492825,0.000001904575,0.01271269,0.000137013,0.0000420024,0.9668115,0.001367861,0.0108598],"study_design_scores_gemma":[0.0001221339,0.00006238091,0.00974233,0.00002328356,0.000001216101,0.000004050662,0.04366977,0.0001330635,0.00001044306,0.9366301,0.009545736,0.00005543626],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8104114,0.0007742912,0.00007580939,0.1130033,0.0003814009,0.0003194227,0.00001327995,0.00004673421,0.07497438],"genre_scores_gemma":[0.9955934,0.0006007402,0.002132392,0.001085674,0.0001045868,0.0001666861,0.000004690022,0.000006161765,0.00030571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1851819,"threshold_uncertainty_score":0.848273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08368921445969027,"score_gpt":0.50738480724422,"score_spread":0.4236955927845297,"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."}}