{"id":"W2981818414","doi":"10.1111/medu.13977","title":"Learning by teaching: benefits for frontline clinician‐teachers","year":2019,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Victoria Hospital","funders":"","keywords":"Desk; Boulevard; Library science; Citation; Medicine; History; Political science; Law; Computer science; Archaeology","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":[0.002914318,0.0004498481,0.0005238973,0.0008751333,0.002881791,0.005785489,0.0009692112,0.003938949,0.1326331],"category_scores_gemma":[0.02140119,0.0002281477,0.0007391871,0.000611916,0.0006418769,0.002843839,0.002800835,0.001997009,0.02205184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001777112,"about_ca_system_score_gemma":0.005515639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001704595,"about_ca_topic_score_gemma":0.008028033,"domain_scores_codex":[0.9975979,0.0009232296,0.00008444479,0.0001874775,0.0007210021,0.0004859583],"domain_scores_gemma":[0.9512963,0.0104004,0.002748125,0.002488719,0.006255595,0.02681095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001107945,0.00560434,0.02637641,0.0006143952,0.00003112608,0.0007255388,0.001421063,0.0001207632,0.001373112,0.002427886,0.1859409,0.7742565],"study_design_scores_gemma":[0.00251783,0.005818454,0.3213857,0.003412033,0.000493217,0.01349474,0.02057299,0.001565142,0.005904327,0.02125741,0.6033643,0.0002139028],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2885204,0.01506265,0.008542646,0.2998847,0.00871713,0.0006237378,0.001436274,0.002532489,0.3746799],"genre_scores_gemma":[0.7516592,0.006545906,0.01716198,0.03268115,0.005554557,0.0002790568,0.0007318518,0.0004157016,0.1849706],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1326331,"threshold_uncertainty_score":0.4437019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01205638588793759,"score_gpt":0.3706790632633873,"score_spread":0.3586226773754498,"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."}}