{"id":"W4205324636","doi":"10.18192/uojm.v11is5.4986","title":"To lecture or not to lecture, that is the question! Modern medical and nursing students' perceptions regarding lectures and lecture attendance at the University of Ottawa","year":2022,"lang":"en","type":"article","venue":"University of Ottawa Journal of Medicine","topic":"Innovations in Educational Methods","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Université de Montréal; University of Toronto; McMaster University; University of Ottawa","funders":"University of Ottawa","keywords":"Attendance; Medical education; Medicine; Flipped classroom; Psychology; Flipped learning; Nursing; Mathematics education","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003070384,0.0001164163,0.00028694,0.0002861703,0.00209335,0.00001209472,0.0007551019,0.00008518625,0.001411134],"category_scores_gemma":[0.001279146,0.00008039334,0.00006172954,0.0007976212,0.00119239,0.0001039271,0.0001941979,0.0005340612,5.190526e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004575825,"about_ca_system_score_gemma":0.0004374933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008701945,"about_ca_topic_score_gemma":0.003267674,"domain_scores_codex":[0.9972279,0.0007727015,0.0002117175,0.0001866269,0.001416149,0.0001849042],"domain_scores_gemma":[0.9980291,0.0008356579,0.0003337696,0.0001776869,0.0004521523,0.0001716605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001056698,0.0003172667,0.04894429,0.0000681431,0.0004964173,0.00008517611,0.651096,0.005644515,0.002663366,0.008426274,0.192204,0.08899784],"study_design_scores_gemma":[0.003434476,0.001294527,0.276322,0.001198679,0.0007456938,0.0006772568,0.2533569,0.0002749375,0.0003994157,0.006125057,0.4556983,0.0004727625],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6109014,0.0009874476,0.07842398,0.3074539,0.0006798384,0.0003653207,0.00002291984,0.00001092774,0.001154281],"genre_scores_gemma":[0.991641,0.0002160393,0.004157003,0.002757537,0.0002618124,1.177331e-7,0.000001622719,0.000007261488,0.0009576071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3977391,"threshold_uncertainty_score":0.9995017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02708321543729888,"score_gpt":0.3686792922447997,"score_spread":0.3415960768075009,"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."}}