{"id":"W2027923935","doi":"10.1148/radiol.2352020016","title":"Reference Values for Diagnostic Radiology: Application and Impact","year":2005,"lang":"en","type":"article","venue":"Radiology","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":129,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Western University","funders":"","keywords":"Medicine; Fluoroscopy; Medical physics; Medical radiation; Radiography; Radiation protection; Radiological weapon; Medical physicist; Percentile; Radiation dose; Nuclear medicine; Radiology; Statistics","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":[],"consensus_categories":[],"category_scores_codex":[0.0001791547,0.00008489461,0.0002206826,0.00007400716,0.00005847606,0.000005408939,0.00004310118,0.00008744928,0.0000352654],"category_scores_gemma":[0.0004754231,0.00006764504,0.00003716734,0.00005026688,0.00008440508,0.00006364892,0.000009812234,0.00008301756,0.00003025055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005700098,"about_ca_system_score_gemma":0.00004220442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001150813,"about_ca_topic_score_gemma":0.000001883471,"domain_scores_codex":[0.999379,0.00003415952,0.0001489863,0.0002015223,0.00003105975,0.0002052906],"domain_scores_gemma":[0.9991339,0.0005465149,0.0000523224,0.0001555538,0.00003000514,0.00008174089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003492279,0.0001270965,0.3469715,0.0000791643,0.0002427666,0.000007438405,0.0006521255,0.0003711782,0.03359681,0.008231373,0.05084491,0.5585265],"study_design_scores_gemma":[0.003084033,0.0009316686,0.8650507,0.00002216019,0.0001730428,0.001647427,0.0000554975,0.02604869,0.001661312,0.002767256,0.09831777,0.0002404834],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9792341,0.003183904,0.01138804,0.004404493,0.00005887245,0.0005243421,0.00001206546,0.00006477332,0.001129387],"genre_scores_gemma":[0.9958337,0.0005901637,0.001641943,0.001076327,0.0004991722,0.00009051191,0.00008748493,0.0000103764,0.0001703347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.558286,"threshold_uncertainty_score":0.2758484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01808731135509263,"score_gpt":0.3349187571625051,"score_spread":0.3168314458074125,"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."}}