{"id":"W4403959944","doi":"10.1111/medu.15569","title":"Trainee resistors: Have our students become our teachers?","year":2024,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Medical education; Resistor; Psychology; Mathematics education; Pedagogy; Medicine; Engineering; Electrical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01139225,0.0004195437,0.0005446954,0.0007780037,0.01263239,0.01544857,0.001964132,0.0114709,0.03173466],"category_scores_gemma":[0.0661848,0.0006079056,0.0006325319,0.0006383726,0.008901749,0.01701603,0.009595204,0.01805485,0.007908294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004343899,"about_ca_system_score_gemma":0.0157342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007608451,"about_ca_topic_score_gemma":0.01687641,"domain_scores_codex":[0.9887039,0.004448126,0.0003039972,0.0009423738,0.001938196,0.003663417],"domain_scores_gemma":[0.9487773,0.005068901,0.004217865,0.00199196,0.00700279,0.03294122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001642886,0.001312411,0.05210609,0.0003575193,0.0000422703,0.001169615,0.07985159,0.000144883,0.000895808,0.04976698,0.580443,0.2337457],"study_design_scores_gemma":[0.00009158449,0.0004493688,0.01486733,0.00113419,0.00004815957,0.001468672,0.1637523,0.0001936683,0.0006553018,0.01781436,0.7993752,0.000149894],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0428667,0.003927033,0.001266093,0.918023,0.009499457,0.00005942936,0.00004361217,0.0001744868,0.02414021],"genre_scores_gemma":[0.4738539,0.006150064,0.002023136,0.3980044,0.004358059,0.000221339,0.0001251054,0.0002541401,0.1150099],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03173466,"threshold_uncertainty_score":0.1061631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01940954891533207,"score_gpt":0.4171139450191396,"score_spread":0.3977043961038075,"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."}}