{"id":"W4200395035","doi":"10.1089/end.2021.0659","title":"Not Every Low-Dose Is Low-Dose: Impact of Revising Low-Dose CT Protocol on Mean Effective Radiation Exposure","year":2021,"lang":"en","type":"article","venue":"Journal of Endourology","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Renal colic; Nuclear medicine; Effective dose (radiation); Retrospective cohort study; Body mass index; Radiation dose; Radiation exposure; Surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00986547,0.0001926583,0.000265208,0.0006191101,0.0003491015,0.0009747545,0.0006471709,0.0004570028,0.001320129],"category_scores_gemma":[0.04510465,0.0002435905,0.0003027984,0.0006012299,0.0003958717,0.0006999296,0.0005821757,0.0005933456,0.0002357671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001151159,"about_ca_system_score_gemma":0.001308016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001442181,"about_ca_topic_score_gemma":0.002518108,"domain_scores_codex":[0.9936599,0.004203678,0.0006650012,0.0004009057,0.0008204475,0.0002500959],"domain_scores_gemma":[0.9566345,0.02626972,0.01197732,0.001627413,0.00232161,0.00116947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001952996,0.000312741,0.9276801,0.0001871577,0.0001031352,0.0003891019,0.0003300679,0.001094485,0.001981009,0.0001102347,0.001235818,0.06462304],"study_design_scores_gemma":[0.00009682248,0.002883461,0.9792842,0.0002303739,0.000146377,0.002684062,0.0006424611,0.00515569,0.004330919,0.0001987388,0.004307224,0.00003972791],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938563,0.001362968,0.002157192,0.0009093902,0.00003546712,0.000100366,0.0001224237,0.00004221516,0.001413812],"genre_scores_gemma":[0.9959065,0.000345877,0.003165177,0.0002458054,0.00003620439,0.00005533884,0.0001081085,0.00001417029,0.0001228995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00986547,"threshold_uncertainty_score":0.05217427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01350275258675196,"score_gpt":0.339703028956757,"score_spread":0.3262002763700051,"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."}}