{"id":"W3046323698","doi":"10.1097/hp.0000000000001286","title":"Economic Considerations for Radiation Protection in Medical Settings—Is It Time for a New Paradigm?","year":2020,"lang":"en","type":"article","venue":"Health Physics","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Manitoba Health","funders":"","keywords":"Jurisdiction; Radiation protection; Radiological weapon; Commission; SAFER; Probabilistic logic; Unit (ring theory); Business; Actuarial science; Risk analysis (engineering); Computer science; Medicine; Computer security; Political science; Psychology; Finance; Nuclear medicine; Law","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":[0.00019628,0.00007580519,0.0002172561,0.00003063933,0.0000961047,0.00001832685,0.00002224018,0.00004801949,0.0001196874],"category_scores_gemma":[0.00032637,0.00008215836,0.00005546354,0.00007030809,0.00001125747,0.0001240419,0.000004522455,0.0001081576,0.0000690513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001674084,"about_ca_system_score_gemma":0.001506547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006341983,"about_ca_topic_score_gemma":0.000009327702,"domain_scores_codex":[0.999186,0.00002325325,0.000319381,0.0001917608,0.00009416403,0.0001853922],"domain_scores_gemma":[0.9993667,0.0001647135,0.0001245096,0.00007856193,0.00001836638,0.0002471484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002220684,0.0001166188,0.0006389606,0.0008292672,0.00005898892,0.000001435011,0.009412741,0.0008829077,0.0002101883,0.00507817,0.7730646,0.2094841],"study_design_scores_gemma":[0.004770043,0.0005023251,0.0007944542,0.0001171106,0.00002609138,0.000008620877,0.00008244935,0.8661371,0.001231197,0.007968828,0.1182267,0.0001350405],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.006853106,0.0001180121,0.1030463,0.8861216,0.0001347038,0.003426252,0.00005046394,0.0000657999,0.0001837671],"genre_scores_gemma":[0.7284254,0.0001299221,0.007963605,0.2569579,0.005119259,0.0006984844,0.0003004489,0.00006811324,0.0003369684],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8652542,"threshold_uncertainty_score":0.3350321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06797376056531292,"score_gpt":0.3647634130056328,"score_spread":0.2967896524403199,"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."}}