{"id":"W2748200221","doi":"10.21514/1998-426x-2010-3-2-45-51","title":"СРАВНИТЕЛЬНАЯ ОЦЕНКА ДОЗ ОБЛУЧЕНИЯ ПЕРСОНАЛА В РОССИИ И ЗА РУБЕЖОМ","year":2016,"lang":"ru","type":"article","venue":"Radiacionnaâ gigiena","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Radiation protection; Federal state; Norwegian; Environmental health; Occupational exposure; Medicine; Radiation exposure; Business; Political science; Nuclear medicine; Public administration","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00107112,0.0009668143,0.001242746,0.0008058349,0.0004959725,0.0002410182,0.0007830195,0.0005894398,0.008682836],"category_scores_gemma":[0.001387747,0.0007238949,0.0006917169,0.00103881,0.0004105516,0.001436856,0.0002113791,0.0008613716,0.01970452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008870772,"about_ca_system_score_gemma":0.001055161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000952142,"about_ca_topic_score_gemma":0.00001935657,"domain_scores_codex":[0.9934344,0.0003783738,0.001463382,0.001472591,0.001282103,0.001969209],"domain_scores_gemma":[0.9951164,0.0006916032,0.0005911144,0.00192701,0.000300048,0.001373864],"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":[0.0004609874,0.0009176948,0.04956296,0.000454249,0.0009400017,0.0005528715,0.003406567,0.00001707769,0.02706195,0.009525247,0.361818,0.5452824],"study_design_scores_gemma":[0.01021966,0.000748599,0.05403945,0.002365853,0.0007592309,0.0003253777,0.00112025,0.001415155,0.02097021,0.0009591078,0.9052854,0.001791709],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6346593,0.04451552,0.005331274,0.1195156,0.01945367,0.004084708,0.0008095866,0.001752609,0.1698776],"genre_scores_gemma":[0.9494887,0.00475127,0.0002360744,0.004310582,0.005140391,0.0000797509,0.00007496655,0.000218889,0.0356994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5434907,"threshold_uncertainty_score":0.9995212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0134998569580441,"score_gpt":0.263200891902382,"score_spread":0.2497010349443379,"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."}}