{"id":"W3117111265","doi":"10.1093/rpd/ncaa192","title":"PEDIATRIC REGIONAL DRL ASSESSMENT IN COMMON CT EXAMINATIONS FOR MEDICAL EXPOSURE OPTIMIZATION IN TEHRAN, IRAN","year":2020,"lang":"en","type":"article","venue":"Radiation Protection Dosimetry","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network","funders":"Iran University of Medical Sciences","keywords":"Medicine; Quartile; Nuclear medicine; Abdomen; Computed tomography; Radiology; Internal 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":[],"consensus_categories":[],"category_scores_codex":[0.0006834688,0.0001684588,0.0003082862,0.0007325257,0.0001079742,0.00004371469,0.00009696825,0.0001407067,0.0002760935],"category_scores_gemma":[0.0006921284,0.0001825947,0.00008845637,0.001646539,0.0000241922,0.0004112613,0.00001673727,0.0004909838,0.00001165321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003575475,"about_ca_system_score_gemma":0.000310757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005873534,"about_ca_topic_score_gemma":0.00001810782,"domain_scores_codex":[0.997933,0.0001692937,0.0007022591,0.0003881599,0.0005749332,0.0002323087],"domain_scores_gemma":[0.9991981,0.0001617895,0.0002181362,0.0001533281,0.00006557204,0.0002030943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003449605,0.000983226,0.7891256,0.0005813098,0.00006632385,0.00004044584,0.001332811,0.08074538,0.001194405,0.0005943551,0.002126491,0.1228647],"study_design_scores_gemma":[0.005356057,0.0003007563,0.3953826,0.00005237628,0.00004308311,0.00002544861,0.0001610741,0.5962653,0.0008770046,0.00005420583,0.001280844,0.0002012093],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6516992,0.000756176,0.3078751,0.03317935,0.0004638191,0.004937982,0.00001800732,0.000301861,0.0007685084],"genre_scores_gemma":[0.9945749,0.0001709428,0.002076291,0.001858447,0.0005745589,0.0004579122,0.0002096908,0.00003293721,0.00004432168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5155199,"threshold_uncertainty_score":0.7445995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03307064574492086,"score_gpt":0.3167236215772276,"score_spread":0.2836529758323067,"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."}}