{"id":"W2037665476","doi":"10.1067/mge.2002.122578","title":"Practical radiation safety and protection for the endoscopist during ERCP","year":2002,"lang":"en","type":"review","venue":"Gastrointestinal Endoscopy","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":81,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Fluoroscopy; Radiation exposure; Modalities; Medical physics; Radiation protection; Radiation dose; Radiology; Medical radiation; Nuclear 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000394767,0.0003897871,0.000911706,0.0001803517,0.0003513641,0.0001021829,0.00009061535,0.00008844961,0.00009972495],"category_scores_gemma":[0.002293174,0.0002695915,0.0002879034,0.0002305368,0.0001103317,0.0001741215,0.00004176752,0.0006561808,0.00005006814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00026372,"about_ca_system_score_gemma":0.0002328687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001884355,"about_ca_topic_score_gemma":0.000001176965,"domain_scores_codex":[0.9980926,0.000140144,0.0006410124,0.000472221,0.0002550631,0.0003989603],"domain_scores_gemma":[0.9979882,0.0009798472,0.0004507233,0.0003417865,0.00007522872,0.0001642089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003632738,0.00007896729,0.00006039867,0.01174416,0.0001402423,0.00004324478,0.00003412136,0.000002679891,0.0001097347,0.0001315466,0.0008153641,0.9864762],"study_design_scores_gemma":[0.001665999,0.0004637443,0.0002636212,0.01231575,0.001600567,0.02819775,0.00002692701,0.001488772,0.00001816486,0.000007327101,0.9537092,0.0002421203],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000005292712,0.9426907,0.05080873,0.001491805,0.000224414,0.00413608,0.00004230608,0.0001267438,0.0004738754],"genre_scores_gemma":[0.00002557161,0.9737329,0.02364244,0.00006164664,0.0009648676,0.0004877746,0.00006731128,0.00008016182,0.0009373555],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9862341,"threshold_uncertainty_score":0.9999756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06875036941943682,"score_gpt":0.3602557153122146,"score_spread":0.2915053458927778,"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."}}