{"id":"W2217478605","doi":"10.1016/j.acra.2010.03.008","title":"Radiology Residents as Teachers","year":2010,"lang":"en","type":"article","venue":"Academic Radiology","topic":"Radiology practices and education","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre","funders":"Institute for Clinical Evaluative Sciences","keywords":"Curriculum; Medical education; Medicine; Radiology; Psychology; Pedagogy","routes":{"ca_aff":true,"ca_fund":true,"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":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008806202,0.0002011972,0.0004648929,0.000478571,0.0001191832,0.000005040657,0.0002884431,0.001262011,0.0008593544],"category_scores_gemma":[0.002120175,0.0001740294,0.00009774164,0.0003349041,0.0004844205,0.0001619617,0.000041454,0.00290847,0.0009641081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005406658,"about_ca_system_score_gemma":0.0002485016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002551423,"about_ca_topic_score_gemma":0.00001135841,"domain_scores_codex":[0.9981972,0.000221606,0.0004285678,0.0004948523,0.0001108566,0.0005468978],"domain_scores_gemma":[0.9985258,0.0004660727,0.000214709,0.0004603083,0.00005410887,0.0002790272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003672263,0.00006401429,0.5034197,0.00001556894,0.0002116339,0.00009870042,0.001802016,0.000003560049,0.2585673,0.01540616,0.2111165,0.008927623],"study_design_scores_gemma":[0.001508186,0.0004976208,0.5847417,0.00001268397,0.000186245,0.0275343,0.0003831404,0.00004494146,0.001674535,0.00392945,0.379235,0.0002522037],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9542957,0.0009459936,0.0000213024,0.02400328,0.002765148,0.0002806089,0.00000127419,0.0001150934,0.01757162],"genre_scores_gemma":[0.982348,0.002290803,0.001161629,0.006180456,0.002144471,0.00004510618,0.00005644721,0.00003243483,0.005740634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2568928,"threshold_uncertainty_score":0.9998137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02231682978621941,"score_gpt":0.3637637674457597,"score_spread":0.3414469376595403,"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."}}