{"id":"W7100313328","doi":"","title":"Certified Radiation Devices","year":2015,"lang":"en","type":"article","venue":"","topic":"Nuclear and radioactivity studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Radiation protection; Certificate; Nuclear decommissioning; Safety standards; Commission; Nuclear radiation","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":[],"consensus_categories":[],"category_scores_codex":[0.00002692447,0.00003080372,0.00003848111,0.00001596449,0.00001276272,0.000009111143,0.00002054017,0.00001362429,0.00001882135],"category_scores_gemma":[0.000005975449,0.00002516359,0.000009325378,0.0000363646,0.000004676932,0.00006988601,0.000004481609,0.00002113397,0.0001625951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000185461,"about_ca_system_score_gemma":0.000001876785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001291646,"about_ca_topic_score_gemma":0.00002437,"domain_scores_codex":[0.9998401,0.000002752741,0.000031265,0.00003010844,0.00004075776,0.00005498639],"domain_scores_gemma":[0.9999132,0.000007585542,0.000002437121,0.00004010901,0.000007331899,0.0000294022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001611686,0.00004570785,0.01278452,0.00006864101,0.0002569274,0.000006792719,0.004480819,0.03136927,0.00322501,0.003276468,0.704978,0.2394917],"study_design_scores_gemma":[0.0006292445,0.00004249619,0.05643578,0.000006162613,0.00002274599,0.000006514913,0.001270916,0.08598858,0.007906068,0.0005136862,0.8468251,0.0003526534],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4577482,0.001059146,0.001898331,0.0005175101,0.0008796099,0.00007423251,0.000001099029,0.0009482049,0.5368736],"genre_scores_gemma":[0.9992561,0.00001644418,0.0002023352,0.00003549225,0.00006397093,0.000001210076,5.64538e-7,0.000006179526,0.0004177101],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5415078,"threshold_uncertainty_score":0.2089886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03331522901385226,"score_gpt":0.2262302851553311,"score_spread":0.1929150561414788,"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."}}