{"id":"W4377694219","doi":"10.1093/rpd/ncad157","title":"SURVEY OF COMPUTED TOMOGRAPHY PRACTICE IN UKRAINE AND ESTABLISHMENT OF NATIONAL DIAGNOSTIC REFERENCE LEVELS FOR MOST COMMON CT EXAMINATIONS OF ADULTS","year":2023,"lang":"en","type":"article","venue":"Radiation Protection Dosimetry","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Pelvis; Radiology; Abdomen; Computed tomography; Nuclear medicine","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00070491,0.00009052642,0.0001605801,0.00102259,0.0001978606,0.0003206426,0.0002014537,0.0001546608,0.0004460085],"category_scores_gemma":[0.002399949,0.00009911331,0.0001578441,0.0009164302,0.0001607876,0.0001975872,0.0004108039,0.0001270241,0.0001239277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007059291,"about_ca_system_score_gemma":0.001533042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01938466,"about_ca_topic_score_gemma":0.0147726,"domain_scores_codex":[0.9993244,0.0001653165,0.0001447526,0.0001220851,0.0001633017,0.00008005267],"domain_scores_gemma":[0.997544,0.0003399182,0.001037479,0.0001711,0.0007595382,0.0001480191],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001832359,0.00001136544,0.9867589,0.00004283226,0.00001075954,0.00006603137,0.0005594107,0.0001500898,0.0004480324,0.00006500387,0.0002193496,0.01164982],"study_design_scores_gemma":[9.64882e-7,0.00003798429,0.9971234,0.00002302717,0.000005853743,0.0003299861,0.0004823148,0.0002102113,0.0002360444,0.00001477148,0.001532583,0.000002780998],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966217,0.0005057276,0.0007584519,0.0001034417,0.000004046021,0.00001492329,0.0008164105,0.00003216058,0.001143002],"genre_scores_gemma":[0.9975997,0.0003782344,0.0009526603,0.00004113175,0.000004554952,0.00001757335,0.0007816852,0.000003610901,0.0002209226],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9992951,"threshold_uncertainty_score":0.03854364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04356141233827923,"score_gpt":0.3292265431305816,"score_spread":0.2856651307923024,"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."}}