{"id":"W4401842283","doi":"10.1007/s00330-024-11017-7","title":"Survey of CT radiation doses and iodinated contrast medium administration: an international multicentric study","year":2024,"lang":"en","type":"article","venue":"European Radiology","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Nuclear medicine; Radiology; Neuroradiology; Iodinated contrast; Interventional radiology; Computed tomography; Bolus (digestion); Pulmonary embolism; Ultrasound; Surgery","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":[0.002166337,0.0008273917,0.0008978383,0.002382599,0.0003818259,0.0005740359,0.000416012,0.0006252413,0.001749312],"category_scores_gemma":[0.002702334,0.0004578732,0.001069384,0.004092739,0.0007797171,0.0006249067,0.0006564347,0.0003698799,0.0004471722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005955067,"about_ca_system_score_gemma":0.0004855655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00191379,"about_ca_topic_score_gemma":0.001226235,"domain_scores_codex":[0.9981,0.00090391,0.0002186134,0.0003742134,0.0002260913,0.0001772544],"domain_scores_gemma":[0.9959521,0.001140327,0.001475218,0.0005568313,0.0004298717,0.0004456575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002225534,0.0005108307,0.9826633,0.00008772244,0.0003932219,0.0004070532,0.0005992849,0.0003810778,0.002192615,0.00004865625,0.00018238,0.01030831],"study_design_scores_gemma":[0.00005968808,0.001190641,0.99568,0.00001240346,0.0001887851,0.001306526,0.0004491012,0.0001090058,0.0003070492,0.00001601713,0.0006650941,0.00001573742],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984552,0.000488634,0.0003068362,0.00001917542,0.000002032736,0.00001550906,0.0001659424,0.000005614362,0.0005411412],"genre_scores_gemma":[0.9985898,0.0004960059,0.000244471,0.0000537945,0.00001400008,0.00001739311,0.0003693732,0.0000120597,0.0002029473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002382599,"threshold_uncertainty_score":0.01145679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0304778662428918,"score_gpt":0.328455460829071,"score_spread":0.2979775945861792,"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."}}