{"id":"W4413876640","doi":"10.1017/dmp.2025.10095","title":"Activities of ISO Working Group 18: Biological and Physical Retrospective Dosimetry","year":2025,"lang":"en","type":"article","venue":"Disaster Medicine and Public Health Preparedness","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nuclear Laboratories; Health Canada","funders":"Uniformed Services University of the Health Sciences; U.S. Department of Defense","keywords":"Dosimetry; Group (periodic table); Medical physics; Medicine; Engineering; Medical emergency; Nuclear medicine; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05858273,0.003150488,0.002225118,0.008954794,0.002233626,0.006948986,0.005714183,0.004401417,0.006440726],"category_scores_gemma":[0.04452484,0.001155751,0.002858258,0.006034077,0.002785111,0.003815235,0.003918267,0.003513727,0.008281724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002075625,"about_ca_system_score_gemma":0.0195323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004856399,"about_ca_topic_score_gemma":0.002547645,"domain_scores_codex":[0.9529275,0.01458424,0.00592381,0.002316044,0.02245919,0.001789253],"domain_scores_gemma":[0.9063606,0.009227942,0.007718482,0.0164616,0.05747735,0.002753912],"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":[0.000505454,0.001282447,0.01212238,0.003000367,0.0002086236,0.0004524771,0.002550047,0.006674175,0.03386348,0.03333279,0.134497,0.7715108],"study_design_scores_gemma":[0.00009953292,0.0007616807,0.007535509,0.0011178,0.0001265484,0.0006377693,0.0004541818,0.002465347,0.01408561,0.008343806,0.9642354,0.0001368454],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.02941423,0.02381599,0.6139885,0.01396395,0.01348329,0.01592683,0.005491257,0.006815115,0.2771009],"genre_scores_gemma":[0.09940606,0.03797272,0.7338341,0.003681836,0.00667363,0.01031231,0.02322125,0.003938917,0.08095924],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05858273,"threshold_uncertainty_score":0.3098187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04236401032252967,"score_gpt":0.3637073928060481,"score_spread":0.3213433824835184,"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."}}