{"id":"W2142894143","doi":"10.1148/radiol.2273020046","title":"Survey of Radiology Residents: Breast Imaging Training and Attitudes","year":2003,"lang":"en","type":"article","venue":"Radiology","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breast imaging; Mammography; Medical imaging; Radiology; Family medicine; Breast cancer; Medical physics; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008968377,0.0001113544,0.0004642112,0.00009016469,0.00004579358,0.000004293409,0.00006678432,0.00008442757,0.00009193841],"category_scores_gemma":[0.0006139325,0.00009891008,0.00003787957,0.0001356543,0.000284675,0.00005739486,0.00001948638,0.0001461754,0.000004064792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003927315,"about_ca_system_score_gemma":0.0001306199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009490104,"about_ca_topic_score_gemma":0.0001672072,"domain_scores_codex":[0.9988055,0.0002946797,0.0002696207,0.0002525403,0.00008596665,0.0002916901],"domain_scores_gemma":[0.9992955,0.0002357789,0.00008858917,0.0001775517,0.0001010117,0.0001015795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001025527,0.0000123994,0.9916434,0.00002288988,0.00005325176,0.00006681636,0.0002180692,0.000006037716,0.001898044,0.001089307,0.0009756163,0.003911581],"study_design_scores_gemma":[0.0008272795,0.0001483986,0.9872871,0.00005572329,0.00003162932,0.01084959,0.0001726969,0.00004569991,0.0001065192,0.0001604764,0.0002314063,0.00008346092],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895322,0.006680352,0.0004329502,0.0002785296,0.0001595108,0.0001064569,0.00001410196,0.00002326792,0.002772648],"genre_scores_gemma":[0.9982912,0.0002030122,0.0008832137,0.0004832198,0.00005205463,0.000003907058,0.00001640677,0.00001030021,0.00005668572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01078278,"threshold_uncertainty_score":0.4033436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08806928196535758,"score_gpt":0.3533108365464643,"score_spread":0.2652415545811067,"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."}}