{"id":"W4394058495","doi":"10.5281/zenodo.5034620","title":"Medical Students' Perceptions of a Curricular Shift at a South African University: from problem-based learning to modified case-based learning","year":2021,"lang":"en","type":"dataset","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mathematics education; Perception; Problem-based learning; Psychology; Computer science; Medical education; Medicine; Neuroscience","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002641342,0.000273187,0.0003958908,0.0005283508,0.005781336,0.001006888,0.002266111,0.0003350446,0.05759231],"category_scores_gemma":[0.006272458,0.0003330762,0.0001471978,0.001686089,0.0004360568,0.0002106156,0.001580719,0.001438928,0.004026632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008131082,"about_ca_system_score_gemma":0.0002199738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004354537,"about_ca_topic_score_gemma":0.0001899957,"domain_scores_codex":[0.9911063,0.004819015,0.000411968,0.0008356574,0.002281432,0.0005456078],"domain_scores_gemma":[0.996908,0.0003472121,0.0005571818,0.0005716228,0.0009341539,0.0006818256],"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":[0.0001309927,0.0005973977,0.0002799294,0.0001397163,0.0001632847,0.0006314201,0.02853388,0.006018064,0.0000328482,0.00007128692,0.9613855,0.002015668],"study_design_scores_gemma":[0.0005461398,0.0001778602,0.0002836654,0.0002037216,0.000132866,0.00001609419,0.01320242,0.0001088184,0.000002587596,0.0000020165,0.9850013,0.0003225357],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.1485371,0.0001813766,0.007920914,0.01334879,0.0007214845,0.003566521,0.8098469,0.002557981,0.01331894],"genre_scores_gemma":[0.1886919,0.00006658111,0.0007612408,0.0002165383,0.0003315319,3.32173e-7,0.807287,0.0007851018,0.001859734],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.05356568,"threshold_uncertainty_score":0.9999121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03242457481913821,"score_gpt":0.3151406769017975,"score_spread":0.2827161020826593,"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."}}