{"id":"W4410629421","doi":"10.36834/cmej.80274","title":"Perceived value of student-led near-peer teaching in anatomy education within a problem-based learning medical curriculum","year":2025,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Curriculum; Problem-based learning; Value (mathematics); Medical education; Peer instruction; Computer science; Mathematics education; Anatomy; Psychology; Medicine; Pedagogy; Peer feedback; Machine learning","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.005257727,0.0001552274,0.0003108016,0.0008654002,0.001227772,0.003205304,0.0005307882,0.0006965562,0.004329703],"category_scores_gemma":[0.02838518,0.0001615892,0.0003074522,0.0003786341,0.000906716,0.0007992926,0.001490974,0.001304112,0.0004616846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001561683,"about_ca_system_score_gemma":0.002565662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002306468,"about_ca_topic_score_gemma":0.003891503,"domain_scores_codex":[0.9946797,0.002251702,0.000219512,0.0002466607,0.001995666,0.0006067266],"domain_scores_gemma":[0.9686536,0.009497301,0.004041189,0.0003624877,0.003163806,0.01428156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000937463,0.00935454,0.7050338,0.0005485794,0.0002043319,0.0012747,0.05726032,0.001052377,0.006038711,0.001975788,0.005020032,0.2112993],"study_design_scores_gemma":[0.0001584301,0.005675913,0.8727425,0.0003430936,0.0001593113,0.001345656,0.1004535,0.004921854,0.001856883,0.001437491,0.01073876,0.0001666014],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965916,0.0001005724,0.000200108,0.0005009639,0.00002263074,0.00002498209,0.000013901,0.000009589963,0.002535907],"genre_scores_gemma":[0.9989564,0.00007266189,0.0002800461,0.0001191727,0.00001073614,0.0000109203,0.00001301391,0.000003923343,0.0005330315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005257727,"threshold_uncertainty_score":0.02780586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005302082670563366,"score_gpt":0.3507026717169011,"score_spread":0.3454005890463377,"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."}}