{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001361118,0.0000970347,0.0002764504,0.001095111,0.00004541236,0.00000974148,0.0000515219,0.00005355851,0.00001268181],"category_scores_gemma":[0.008430094,0.0001041786,0.00003463412,0.002488689,0.00005730967,0.0003193685,0.00001920657,0.0001176974,9.07471e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000638916,"about_ca_system_score_gemma":0.0001340206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001064413,"about_ca_topic_score_gemma":0.00005664071,"domain_scores_codex":[0.9985272,0.0001878821,0.0006049169,0.0001957818,0.0003722371,0.0001120387],"domain_scores_gemma":[0.9961063,0.002558887,0.000517959,0.000127969,0.0006429416,0.0000459297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008644434,0.001475014,0.6281381,0.001831022,0.0003677143,0.00000358748,0.002248113,0.004898554,0.02152692,0.0009060539,0.0009139215,0.3368265],"study_design_scores_gemma":[0.002073292,0.0002811076,0.9306728,0.0001890297,0.00002904316,0.000005596364,0.0001307,0.03197204,0.03436658,0.00004900342,0.0001546556,0.00007612774],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929698,0.0004680041,0.003828044,0.0004212111,0.0001048698,0.00167229,0.0003145359,0.0000417686,0.0001795479],"genre_scores_gemma":[0.9987771,0.0001188977,0.0004913216,0.00005360457,0.00002131206,0.0001124819,0.0003992777,0.00001199224,0.00001402416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3367504,"threshold_uncertainty_score":0.9999223,"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."}}