{"id":"W4298182283","doi":"","title":"COMPARATIVE ASSESSMENT OF OCCUPATIONAL RADIATION EXPOSURE TO INDIVIDUALS IN RUSSIA AND ABROAD","year":2016,"lang":"en","type":"article","venue":"Radiation hygiene (St. Petersburg Research Institute of Radiation Hygiene)","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Radiation exposure; Geography; Environmental health; Psychology; Medicine; Nuclear medicine","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"],"consensus_categories":[],"category_scores_codex":[0.00262416,0.0003533887,0.000848283,0.003328222,0.0002118053,0.00008289105,0.0003215422,0.0002163121,0.0002842495],"category_scores_gemma":[0.001404954,0.0003085386,0.0001458926,0.002236238,0.0003957055,0.001710639,0.0001210062,0.0003604064,0.00002452041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009824964,"about_ca_system_score_gemma":0.001509016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001927513,"about_ca_topic_score_gemma":0.00004933125,"domain_scores_codex":[0.9947746,0.0004723818,0.001411879,0.0007894149,0.001876235,0.0006754669],"domain_scores_gemma":[0.9969107,0.0006240271,0.000612605,0.0006433514,0.0007192551,0.0004900543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005091511,0.0005883059,0.7115737,0.0002291121,0.0002425569,0.00001545323,0.003014355,0.004155742,0.03405888,0.006355924,0.006421264,0.2328355],"study_design_scores_gemma":[0.00523357,0.0008644151,0.938257,0.000344856,0.00004628615,0.00001632229,0.0003192365,0.00298958,0.01977537,0.0001559681,0.03167462,0.0003227699],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874113,0.0006241436,0.003281932,0.004181006,0.0003519381,0.001768609,0.0003238941,0.00005397227,0.002003206],"genre_scores_gemma":[0.9949842,0.001229539,0.002458836,0.0001709178,0.0002633719,0.0001954889,0.0004123273,0.00003486288,0.0002504729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2325127,"threshold_uncertainty_score":0.9999367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07191647921124299,"score_gpt":0.4264364678127956,"score_spread":0.3545199886015526,"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."}}