{"id":"W4388802563","doi":"10.1016/j.forsciint.2023.111887","title":"Processing biological samples from simulated radiological terrorist events using Rapid DNA instruments","year":2023,"lang":"en","type":"article","venue":"Forensic Science International","topic":"Radioactive contamination and transfer","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Canadian Mounted Police","funders":"","keywords":"Contamination; Context (archaeology); Radiological weapon; Strontium; STR analysis; DNA; Radioactive contamination; Radiochemistry; Microsatellite; Chemistry; Biology; Allele; Genetics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003753149,0.0001408642,0.0001325719,0.0001362749,0.0003108647,0.00007898382,0.0005945496,0.00006458271,0.002250529],"category_scores_gemma":[0.0002011741,0.00010913,0.00005790367,0.0007456719,0.0009055485,0.0005882586,0.0002027115,0.000110387,0.0003380042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003503953,"about_ca_system_score_gemma":0.0000329769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001440511,"about_ca_topic_score_gemma":0.00002115364,"domain_scores_codex":[0.9981338,0.00003892348,0.0002378204,0.0005340082,0.0007225301,0.0003329095],"domain_scores_gemma":[0.9995822,0.00006478494,0.00007228449,0.0001245547,0.0000403976,0.0001157315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008801381,0.0001294208,0.6403786,0.000001312841,0.00003124883,0.00002368832,0.0008551913,0.003236886,0.1716854,0.0002652573,0.0002235579,0.1830814],"study_design_scores_gemma":[0.000458304,0.00005224409,0.8967047,0.00001632618,0.000004795325,0.000009014746,0.0001594843,0.09463788,0.00458245,0.002089342,0.001114025,0.0001714096],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956341,0.000003707213,0.001238841,0.0002876972,0.0007604118,0.0001364414,0.0000388231,0.00010759,0.001792334],"genre_scores_gemma":[0.9979382,0.000007034902,0.00159217,0.0002121427,0.00008339245,0.000005097201,0.00007972868,0.000006774748,0.00007545801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2563261,"threshold_uncertainty_score":0.9986616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06327556730541918,"score_gpt":0.3044434326924092,"score_spread":0.24116786538699,"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."}}