{"id":"W4388983596","doi":"10.23977/aetp.2023.071606","title":"Research on SPOC as a Teaching Model for English Elective Course in Medical Colleges","year":2023,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Foreign Language Teaching Methods","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"People's Government of Jilin Province","keywords":"Class (philosophy); Quality (philosophy); College English; Mathematics education; Course (navigation); Online course; Computer science; Medical education; Psychology; Pedagogy; Multimedia; Medicine; Engineering; Artificial intelligence","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00676347,0.00008645222,0.000168284,0.001299998,0.0003914627,0.000008545203,0.0003920028,0.0004433084,0.00006124501],"category_scores_gemma":[0.009677792,0.00008155716,0.00001858589,0.001497418,0.001168672,0.0001359795,0.00004238639,0.001232923,0.00001397767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001100521,"about_ca_system_score_gemma":0.000555538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007448527,"about_ca_topic_score_gemma":0.001909381,"domain_scores_codex":[0.9979321,0.0006829,0.0001952321,0.0004220166,0.000279263,0.0004885146],"domain_scores_gemma":[0.9963595,0.003271698,0.00004374003,0.000166185,0.00009743177,0.00006139072],"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":[0.00007321934,0.0002160163,0.008041921,0.000005380271,0.000004513511,0.000006650299,0.01120319,0.00009417967,0.000005134865,0.9424463,0.001265869,0.03663766],"study_design_scores_gemma":[0.0004513033,0.0001442587,0.003685592,0.00004337087,0.000001511204,0.000005286759,0.01861881,0.000722757,0.000004350767,0.9495999,0.02662732,0.00009548872],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7106025,0.002606434,0.002081709,0.1219909,0.001587606,0.001021668,0.00001543131,0.0002942252,0.1597996],"genre_scores_gemma":[0.9891065,0.0009485455,0.006799681,0.0006141163,0.0002275501,0.0005411082,0.00000941489,0.00001196151,0.00174107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.278504,"threshold_uncertainty_score":0.9986641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06270856537241408,"score_gpt":0.5628751811370396,"score_spread":0.5001666157646255,"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."}}