{"id":"W2001930985","doi":"10.1002/bmb.20346","title":"Commentary: Downloaded lectures have been shown to produce better assessment outcomes","year":2009,"lang":"en","type":"article","venue":"Biochemistry and Molecular Biology Education","topic":"Innovations in Educational Methods","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Attendance; Presentation (obstetrics); Denial; Psychology; Medical education; Computer science; Multimedia; Mathematics education; Medicine; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01011186,0.00184642,0.002029387,0.002057709,0.004053541,0.004482633,0.00811315,0.0538829,0.02246588],"category_scores_gemma":[0.1001338,0.001123849,0.002396634,0.001968009,0.00523272,0.004170721,0.002812981,0.04487198,0.02785922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009439981,"about_ca_system_score_gemma":0.0101941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03002379,"about_ca_topic_score_gemma":0.02779837,"domain_scores_codex":[0.9899523,0.002373728,0.00124483,0.00135951,0.00430106,0.000768686],"domain_scores_gemma":[0.9248759,0.03534745,0.003093004,0.001872799,0.03151221,0.003298712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003022567,0.00000710323,0.00005585872,0.0001553627,0.00001173854,0.00007513566,0.00009277564,0.00001516164,0.00003935593,0.0003946011,0.9966341,0.002488747],"study_design_scores_gemma":[0.0001526555,0.00007844959,0.001061943,0.002309422,0.00007102844,0.0004310019,0.0005873476,0.0001699321,0.000320152,0.002799208,0.9919258,0.00009310896],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001713273,0.001791679,0.0001040632,0.867278,0.1282985,0.00004492226,0.0003262992,0.00008503175,0.00190025],"genre_scores_gemma":[0.001752352,0.001600069,0.0001858428,0.9017354,0.08975991,0.0001136625,0.00008468983,0.00005394653,0.004714126],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0538829,"threshold_uncertainty_score":0.07515585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01479690032819655,"score_gpt":0.421953179043767,"score_spread":0.4071562787155705,"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."}}