{"id":"W2128088900","doi":"10.1148/radiol.2473071431","title":"Assessment of Radiology Physicians by a Regulatory Authority","year":2008,"lang":"en","type":"article","venue":"Radiology","topic":"Radiology practices and education","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Generalizability theory; Medicine; Cronbach's alpha; Competence (human resources); Collegiality; Variance (accounting); Family medicine; Medical education; Psychometrics; Clinical psychology; Psychology; Social psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.0003333691,0.0001328278,0.0005703036,0.00009091076,0.00009584349,9.968727e-7,0.0001019531,0.0002616165,0.0001395477],"category_scores_gemma":[0.000123541,0.0001211526,0.0001065901,0.0001301591,0.0005219039,0.00006726685,0.00001771851,0.0003108461,0.00001446195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001101063,"about_ca_system_score_gemma":0.0002618001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004897712,"about_ca_topic_score_gemma":0.000002046433,"domain_scores_codex":[0.998716,0.0002696271,0.0003283592,0.0003037406,0.00009375475,0.0002885252],"domain_scores_gemma":[0.9989997,0.0002245152,0.0002399698,0.0003729865,0.00007592398,0.00008692382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001755212,0.000638454,0.5881603,0.00006518607,0.0003708054,0.00006930873,0.0007255799,0.00003248575,0.1113865,0.009164682,0.2866412,0.00256998],"study_design_scores_gemma":[0.0009986209,0.0009002531,0.9642085,0.0000112843,0.0001109077,0.005546842,0.0001364065,0.0005072814,0.0008537353,0.0001919132,0.02640535,0.0001289251],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987425,0.001105104,0.001034297,0.002507052,0.0006674255,0.0002088342,0.00000893814,0.00004521876,0.006998111],"genre_scores_gemma":[0.9943803,0.0006145837,0.00253827,0.0007543192,0.0003759466,0.0000224026,0.00009540567,0.00001488944,0.001203859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3760481,"threshold_uncertainty_score":0.4940458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02609016912682218,"score_gpt":0.339309108307634,"score_spread":0.3132189391808118,"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."}}