{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05111074,0.001248115,0.001093987,0.006594196,0.0009851978,0.00361145,0.003373995,0.002761713,0.01792219],"category_scores_gemma":[0.2306628,0.0004202214,0.001265801,0.009734936,0.001555126,0.00343516,0.0026499,0.002248798,0.006362232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002832301,"about_ca_system_score_gemma":0.007735927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01417618,"about_ca_topic_score_gemma":0.005020418,"domain_scores_codex":[0.9239109,0.04240394,0.004298129,0.002852247,0.02586052,0.0006743497],"domain_scores_gemma":[0.8086246,0.09434159,0.008124546,0.01383196,0.07332881,0.001748635],"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":[0.0003882177,0.0002390417,0.04428435,0.001590862,0.0001730443,0.0002127663,0.0003244452,0.004788135,0.0007076773,0.03678356,0.1375934,0.7729145],"study_design_scores_gemma":[0.0003278192,0.001040507,0.142492,0.007324987,0.0009124418,0.002930303,0.0016296,0.02492704,0.005525279,0.09375988,0.7188745,0.0002556491],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03374236,0.1017964,0.4732341,0.06817596,0.01110645,0.002844523,0.02613879,0.006955467,0.2760059],"genre_scores_gemma":[0.5213634,0.03394922,0.3917781,0.01017091,0.00462509,0.003225374,0.01540893,0.00115506,0.01832389],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05111074,"threshold_uncertainty_score":0.2703026,"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."}}