{"id":"W2416883995","doi":"10.1097/hp.0000000000000316","title":"Operational Testing of a Combined Hardware-Software Strategy for Triage of Radiologically-Contaminated Persons","year":2015,"lang":"en","type":"article","venue":"Health Physics","topic":"Radioactive contamination and transfer","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Triage; Radiological weapon; Medical physics; Computer science; Medicine; Simulation; Medical emergency; Risk analysis (engineering); Radiology","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":[0.001741059,0.001136645,0.0004884874,0.0008710225,0.0002752602,0.0007696567,0.001519576,0.0008606263,0.003283242],"category_scores_gemma":[0.006508298,0.0004035058,0.0003828912,0.00031094,0.000451965,0.0007791329,0.0007337491,0.0004267821,0.001002536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006994912,"about_ca_system_score_gemma":0.001382325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00756027,"about_ca_topic_score_gemma":0.002459628,"domain_scores_codex":[0.9989728,0.0003150058,0.0001123386,0.0002419761,0.0002650729,0.00009285147],"domain_scores_gemma":[0.9963254,0.001871222,0.000266131,0.0003504836,0.0008474929,0.000339168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.007185216,0.004052646,0.04711044,0.001285287,0.0003415468,0.001068224,0.001996595,0.26273,0.110589,0.002733402,0.006256695,0.554651],"study_design_scores_gemma":[0.0005727347,0.005682975,0.009339341,0.00007082664,0.0001705164,0.0003898401,0.0004087181,0.9308745,0.04821164,0.0005538246,0.003619063,0.0001060779],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7159683,0.0001531591,0.2539584,0.0003425571,0.0001505488,0.002245547,0.0006704864,0.02288693,0.003624107],"genre_scores_gemma":[0.849367,0.00005504684,0.1480932,0.0001160491,0.00001809214,0.0004527797,0.0002980371,0.0001902438,0.00140968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00756027,"threshold_uncertainty_score":0.01503253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1215269408653711,"score_gpt":0.3231328853210024,"score_spread":0.2016059444556312,"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."}}