{"id":"W4387716852","doi":"10.23977/aetp.2023.071313","title":"Exploration of Hybrid Teaching Mode in the Course of \"Fundamentals of Circuit Analysis\"","year":2023,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Course (navigation); Computer science; Class (philosophy); Process (computing); Teaching method; Mathematics education; Mode (computer interface); Online course; Multimedia; Human–computer interaction; Engineering; Psychology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005748577,0.0003639566,0.0002434229,0.000454786,0.0004733067,0.0009784796,0.0006832301,0.0004071818,0.008750838],"category_scores_gemma":[0.001168957,0.0001080032,0.0003203847,0.0002387613,0.0003626957,0.0008114316,0.001222346,0.0005564144,0.001410201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002838958,"about_ca_system_score_gemma":0.0005769006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001549487,"about_ca_topic_score_gemma":0.0005241947,"domain_scores_codex":[0.9997248,0.00008119654,0.000009942912,0.00008175178,0.00005725342,0.00004512519],"domain_scores_gemma":[0.9994769,0.0001804815,0.00002934703,0.00006472719,0.00005469263,0.0001940162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001457536,0.008378591,0.02998218,0.0009518793,0.00005258391,0.001310171,0.0219794,0.004173624,0.1711372,0.02047256,0.008371735,0.7317325],"study_design_scores_gemma":[0.001026418,0.02015781,0.2023037,0.001207568,0.0003853114,0.008583478,0.0256139,0.07156826,0.2239574,0.0801635,0.3646266,0.0004060233],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8832357,0.0002823277,0.08373307,0.0004018537,0.0001165629,0.0005944135,0.0001863412,0.0006403933,0.03080926],"genre_scores_gemma":[0.877646,0.0002520058,0.1022374,0.0002152256,0.00003678598,0.0004283006,0.0001814064,0.00009677075,0.01890602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008750838,"threshold_uncertainty_score":0.0292744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01725145727989685,"score_gpt":0.3620667211370297,"score_spread":0.3448152638571328,"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."}}