{"id":"W3112915365","doi":"10.1093/rpd/ncaa190","title":"ASSESSMENT OF OCCUPATIONAL RADIATION DOSES OF MEDICAL RADIATION WORKERS IN TWO COMMUNITY HOSPITALS","year":2020,"lang":"en","type":"article","venue":"Radiation Protection Dosimetry","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Grand River Hospital; University of Waterloo","funders":"","keywords":"Occupational exposure; Medicine; Workload; Radiological weapon; Radiation protection; Medical radiation; Radiation exposure; Environmental health; Occupational medicine; Occupational safety and health; Nuclear medicine; Medical physics; Surgery; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.001434311,0.0001956833,0.0004831149,0.0006334849,0.0001126183,0.00002630948,0.0001823823,0.0001800278,0.0004570258],"category_scores_gemma":[0.001648477,0.0002087299,0.0001495353,0.001652252,0.0000904409,0.000516078,0.00004098145,0.0007002474,0.00001096128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003170981,"about_ca_system_score_gemma":0.0006707205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009175042,"about_ca_topic_score_gemma":0.000012871,"domain_scores_codex":[0.9966998,0.0005404974,0.001058829,0.000271311,0.001227353,0.000202275],"domain_scores_gemma":[0.9983578,0.0002527168,0.0007377065,0.0002840129,0.000145307,0.0002225117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002473994,0.0003422939,0.8551636,0.0002583395,0.0001117236,0.000001972936,0.000894557,0.003107051,0.009306801,0.0003559496,0.0002629602,0.1299474],"study_design_scores_gemma":[0.003817924,0.0003110921,0.8802735,0.0001214518,0.00005350547,0.000006185557,0.0004294039,0.07579738,0.03873212,0.00003958766,0.0002648379,0.0001529946],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9739034,0.000372131,0.02055141,0.003134397,0.0002381648,0.001172173,0.00002041593,0.00008447532,0.0005234065],"genre_scores_gemma":[0.9981006,0.0001381623,0.0005442432,0.0006434189,0.0002565756,0.00007886439,0.0001970654,0.00002629837,0.00001475997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1297944,"threshold_uncertainty_score":0.8511759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03754642433246162,"score_gpt":0.3809161223313818,"score_spread":0.3433696979989202,"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."}}