{"id":"W4303614153","doi":"10.1177/20584601221131477","title":"A survey of local diagnostic reference levels for the head, thorax, abdomen and pelvis computed tomography in Norway and Canada","year":2022,"lang":"en","type":"article","venue":"Acta Radiologica Open","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"","keywords":"Medicine; Pelvis; Abdomen; Nuclear medicine; Thorax (insect anatomy); Computed tomography; Percentile; Radiology; Radiation dose; Medical radiation; Reference dose; Dosimetry; Medical physics; Statistics; Anatomy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007622673,0.00008591637,0.00029618,0.00005160527,0.0001460876,0.0000228247,0.0002155957,0.00002225549,0.00009451304],"category_scores_gemma":[0.0003859701,0.00005729378,0.00001341982,0.000219138,0.00009792903,0.00005863203,0.0002168222,0.0001466814,9.368298e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005418334,"about_ca_system_score_gemma":0.0002291398,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3254447,"about_ca_topic_score_gemma":0.1705054,"domain_scores_codex":[0.9991683,0.0001625363,0.000200282,0.0002080819,0.0001043853,0.0001564589],"domain_scores_gemma":[0.9969925,0.002681672,0.00008066408,0.0001490653,0.00003746248,0.000058677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004393503,0.00008750377,0.9067482,0.00004405906,0.0001196963,0.00002743958,0.0003886726,0.0001160563,0.000428299,0.00009933935,0.01319809,0.07830334],"study_design_scores_gemma":[0.001128019,0.0003125054,0.9897265,0.00001692446,0.00001794574,0.00002896438,0.0004300302,0.002553596,0.00003739182,0.00003065302,0.005643039,0.00007436426],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938005,0.001281289,0.0002285695,0.003010239,0.00004925895,0.00107247,0.0002259086,0.000004513076,0.0003273009],"genre_scores_gemma":[0.9987048,0.0001281176,0.0001108006,0.0008195646,0.00001001251,0.0001147158,0.00005804159,0.000005786655,0.00004819658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1549393,"threshold_uncertainty_score":0.8446307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06987693164026794,"score_gpt":0.3152172252657673,"score_spread":0.2453402936254994,"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."}}