{"id":"W2776584773","doi":"10.36834/cmej.36874","title":"Senior medical students’ awareness of radiation risks from common diagnostic imaging examinations","year":2017,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medical radiation; Medical physics; Radiation exposure; Medicine; Medical education; Computer science; Nuclear medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001268374,0.0001455083,0.0003219512,0.0004060795,0.0007449614,0.0002715948,0.0007936177,0.0001687303,0.01519108],"category_scores_gemma":[0.05458573,0.0001386905,0.00009882307,0.0001186455,0.0002552106,0.0004049074,0.00004382337,0.000736487,0.00005175207],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004124645,"about_ca_system_score_gemma":0.03263941,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05952124,"about_ca_topic_score_gemma":0.01407631,"domain_scores_codex":[0.9968054,0.0001416617,0.0006218562,0.0002127672,0.001900824,0.0003174453],"domain_scores_gemma":[0.9922451,0.0003843825,0.0004440111,0.0004782922,0.0003166675,0.006131557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003912883,0.0001276643,0.6131504,0.00001017887,0.0000424376,0.00009918505,0.0004049539,9.268089e-7,0.000007619609,0.00005944555,0.02268494,0.3634084],"study_design_scores_gemma":[0.001344711,0.00002379638,0.9659364,0.0006140122,0.0001175103,0.0004592587,0.0006761337,0.001527527,0.0001803528,0.0001960267,0.02879168,0.0001325983],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9130318,0.001262956,0.0003784751,0.07979745,0.002908008,0.000226954,0.00002414556,0.00001649046,0.002353715],"genre_scores_gemma":[0.9862324,0.0006216318,0.00009980553,0.01080709,0.001944439,0.00001724405,0.0001072653,0.00002301461,0.000147091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3632758,"threshold_uncertainty_score":0.9857092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02178816189490108,"score_gpt":0.3827718201448136,"score_spread":0.3609836582499125,"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."}}