{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001801622,0.000155579,0.0002892604,0.0001519346,0.0001374317,0.0000202895,0.0001634857,0.0003257269,0.001671687],"category_scores_gemma":[0.01407123,0.0001422564,0.00008979486,0.0002272034,0.00007205929,0.0001093778,0.00002370868,0.0009717026,0.0002758839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002379253,"about_ca_system_score_gemma":0.001533561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005217786,"about_ca_topic_score_gemma":0.00000235494,"domain_scores_codex":[0.9979745,0.00007866813,0.0005481459,0.00037771,0.0007151876,0.0003057572],"domain_scores_gemma":[0.9989293,0.0001718521,0.0001758065,0.000308609,0.0002681123,0.0001463418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003931151,0.0007492123,0.01874317,0.0000872427,0.00002445692,1.111558e-7,0.0008561224,0.000003023146,0.0001216139,0.001564284,0.4406758,0.5371357],"study_design_scores_gemma":[0.001746373,0.0005223118,0.007608866,0.0003978129,0.00007565037,0.00001747097,0.002273009,0.005047222,0.0001172175,0.0001950217,0.9818032,0.0001957875],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9236404,0.0005224602,0.00372165,0.05999951,0.003885562,0.001077602,0.000002864432,0.0001532658,0.006996666],"genre_scores_gemma":[0.8888167,0.00006298213,0.02043848,0.04828059,0.002453796,0.0003663214,0.002288975,0.00008384156,0.03720837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5411275,"threshold_uncertainty_score":0.9992409,"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."}}