{"id":"W2100388412","doi":"10.1177/0146645315572300","title":"Radiological protection in North American naturally occurring radioactive material industries","year":2015,"lang":"en","type":"review","venue":"Annals of the ICRP","topic":"Radioactivity and Radon Measurements","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Radiological weapon; Environmental health; Medicine; Environmental protection; Environmental science; Radiology","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001696496,0.0003835958,0.001890678,0.0002109544,0.0002998943,0.00001136211,0.0006528601,0.0005104936,0.00002474202],"category_scores_gemma":[0.0008443922,0.0002216604,0.0002945145,0.001025351,0.000285476,0.0001520645,0.0002212593,0.002466075,0.00002965366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000290527,"about_ca_system_score_gemma":0.001024197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007723555,"about_ca_topic_score_gemma":0.0004942626,"domain_scores_codex":[0.9942413,0.003409349,0.0009376918,0.0003789967,0.0004579129,0.0005747689],"domain_scores_gemma":[0.997356,0.0002280954,0.001579124,0.0005001303,0.0002219795,0.0001146968],"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":[0.00024905,0.0001510795,0.002514954,0.005491822,0.0003293674,0.000009308505,0.000822269,0.000008724631,0.000004208211,0.00002220226,0.007706675,0.9826903],"study_design_scores_gemma":[0.0002511636,0.0001525811,0.004647378,0.006404997,0.0001213585,0.00001050961,0.0002579355,0.000001494689,0.00001573927,0.00002599096,0.987798,0.0003127878],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.05920787,0.9293926,0.000005962354,0.0005516965,0.003629372,0.00593803,0.0003924461,0.00008457619,0.0007973919],"genre_scores_gemma":[0.008978289,0.9891725,0.00003121755,0.0002734161,0.0008310489,0.0004187496,0.00003612772,0.00004867278,0.000210048],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9823775,"threshold_uncertainty_score":0.9998353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4678502171691917,"score_gpt":0.4999035053043837,"score_spread":0.03205328813519204,"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."}}