{"id":"W4414115312","doi":"10.1016/j.apradiso.2025.112180","title":"Decontamination of 60Co, 137Cs and 241Am from sensitive equipment-related materials using commercially available products","year":2025,"lang":"en","type":"article","venue":"Applied Radiation and Isotopes","topic":"Nuclear and radioactivity studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Nuclear Laboratories","funders":"Canadian Nuclear Laboratories; Atomic Energy of Canada Limited","keywords":"Human decontamination; Contamination; Radionuclide; Substrate (aquarium); Radioactive waste","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00009586127,0.00009428483,0.0001947162,0.00007861682,0.00008420933,0.00002911551,0.00002165761,0.00005723218,0.0000210274],"category_scores_gemma":[0.00001422546,0.0000944194,0.000008557664,0.00009951168,0.00004277724,0.00009407895,0.00002446794,0.0000430518,0.000004195637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003004115,"about_ca_system_score_gemma":0.00001063999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008825551,"about_ca_topic_score_gemma":0.00001158014,"domain_scores_codex":[0.9995447,0.00001778384,0.0001670066,0.0001312702,0.00005041348,0.00008886373],"domain_scores_gemma":[0.9997934,0.00005535417,0.00004246385,0.00006628047,0.00002566608,0.00001687737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003845829,0.000031634,0.0006853501,0.0001514145,0.0002946516,9.134305e-7,0.002224362,0.000332558,0.959656,0.003306083,0.001705981,0.03157257],"study_design_scores_gemma":[0.001666853,0.00003156984,0.08718991,0.0001025388,0.0001833567,0.000002725647,0.0009136216,0.008784652,0.8934056,0.0006001757,0.006770772,0.0003481771],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938194,0.0006152743,0.0003031229,0.0001173517,0.0002053393,0.0002667507,0.00002446138,0.00005523131,0.004593101],"genre_scores_gemma":[0.9986472,0.0005781914,0.0005532266,0.00005462997,0.00002886638,0.000005778667,0.00002070241,0.00001030584,0.0001011315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08650456,"threshold_uncertainty_score":0.3850312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007595647782968271,"score_gpt":0.2076349143717368,"score_spread":0.2000392665887685,"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."}}