{"id":"W1981538612","doi":"10.3991/ijep.v3is4.3161","title":"A Case Study: Are Traditional Face-To-Face Lectures Still Relevant When Teaching Engineering Courses?","year":2013,"lang":"en","type":"article","venue":"International Journal of Engineering Pedagogy (iJEP)","topic":"Innovations in Educational Methods","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Face-to-face; Class (philosophy); Mathematics education; Face (sociological concept); The Internet; Computer science; Psychology; Multimedia; Medical education; World Wide Web; Sociology; Artificial intelligence; Medicine; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004815467,0.000565719,0.0004256786,0.0009665646,0.00619965,0.00259711,0.001984128,0.004440531,0.005140165],"category_scores_gemma":[0.01687919,0.0003756171,0.0005346467,0.001251211,0.002012348,0.002719998,0.002016799,0.002942905,0.001241068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002549532,"about_ca_system_score_gemma":0.002371614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005243553,"about_ca_topic_score_gemma":0.01438013,"domain_scores_codex":[0.9937288,0.003771335,0.000242511,0.0005486736,0.0009010445,0.0008077527],"domain_scores_gemma":[0.9854453,0.008848637,0.001214191,0.0005319437,0.001294636,0.002665249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007577603,0.01200671,0.09417461,0.002091224,0.00008320705,0.1648554,0.4843124,0.002051118,0.01361425,0.01624252,0.02889978,0.1809111],"study_design_scores_gemma":[0.0001534287,0.003000511,0.04076654,0.0006853539,0.00006967653,0.06485394,0.7360952,0.003977833,0.008627885,0.003626009,0.1379865,0.0001569709],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9657673,0.0004528706,0.007709995,0.007905632,0.000260555,0.0004772368,0.000133069,0.00006752899,0.01722601],"genre_scores_gemma":[0.9754989,0.0008042034,0.009754215,0.001926737,0.0001874036,0.0002875486,0.00007336983,0.00005522517,0.01141227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00619965,"threshold_uncertainty_score":0.02546698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06114088130797287,"score_gpt":0.4011463424886559,"score_spread":0.340005461180683,"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."}}