{"id":"W2023226431","doi":"10.1080/01421590600922891","title":"Medical students as teachers and role models for their future colleagues","year":2006,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Directorate for Mathematical and Physical Sciences","keywords":"Medical education; Medical school; French; Institution; Psychology; Medicine; Sociology; Humanities","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002306342,0.0002260803,0.0004010434,0.0001319437,0.0001528155,0.00003715977,0.000361824,0.0006651427,0.002485443],"category_scores_gemma":[0.001978162,0.0001630768,0.00009201723,0.000285316,0.0003633689,0.00009222838,0.000109064,0.0008175254,0.00003004529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001334179,"about_ca_system_score_gemma":0.0004969927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001353626,"about_ca_topic_score_gemma":0.0000257935,"domain_scores_codex":[0.9962401,0.00008690699,0.0005233472,0.0004184487,0.00232625,0.0004048882],"domain_scores_gemma":[0.9989978,0.00006629327,0.00008430079,0.0003048778,0.0001617407,0.0003849884],"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":[0.0002598667,0.003182643,0.09259911,0.0001685275,0.0002872089,0.00006411887,0.004682662,0.000002606423,0.00004899926,0.01297789,0.585335,0.3003913],"study_design_scores_gemma":[0.01434203,0.0008582575,0.02610643,0.0007715671,0.0003272924,0.0005337413,0.011819,0.09407198,0.0001371083,0.03284991,0.817333,0.0008496422],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9355934,0.001175788,0.002305839,0.04676017,0.0006478535,0.0007625352,0.00000315958,0.0001578307,0.01259345],"genre_scores_gemma":[0.966657,0.0001489877,0.001659761,0.007532449,0.005932879,0.0003195545,0.0002351595,0.0000746226,0.01743952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2995417,"threshold_uncertainty_score":0.9984264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01252489755638151,"score_gpt":0.3483445638000686,"score_spread":0.335819666243687,"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."}}