{"id":"W4387332680","doi":"10.1089/forensic.2023.0014","title":"Forensic Genetic Tools for Human Identity Determination following the Maui Wildfires","year":2023,"lang":"en","type":"article","venue":"Forensic Genomics","topic":"Forensic and Genetic Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Forensic science; Forensic entomology; Forensic anthropology; Library science; Identity (music); Anthropology; Archaeology; History; Computer science; Sociology; Art","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":[],"consensus_categories":[],"category_scores_codex":[0.0005162465,0.0002129184,0.000192127,0.00008155211,0.000479815,0.000179389,0.0004558642,0.0001660339,0.000006914265],"category_scores_gemma":[0.0002509607,0.0001763512,0.0003107291,0.000214578,0.0002031745,0.00001526655,0.000279954,0.0001013424,0.00005216504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003940862,"about_ca_system_score_gemma":0.000102201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006066451,"about_ca_topic_score_gemma":0.0004743186,"domain_scores_codex":[0.9983385,0.00005422228,0.000320151,0.0004615063,0.000270184,0.0005554396],"domain_scores_gemma":[0.9989893,0.00007710259,0.00009546099,0.0006349519,0.0001147247,0.00008844509],"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":[0.00020575,0.00007178528,0.008640408,0.0001515641,0.0004627411,0.00003796658,0.0008035058,0.001773564,0.5378331,0.003978377,0.05193006,0.3941112],"study_design_scores_gemma":[0.005704798,0.002692121,0.2684189,0.00009701167,0.0004772207,0.0001536847,0.00266935,0.0159143,0.4608468,0.1123442,0.1284079,0.002273698],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922866,0.0002853898,0.005392258,0.0003043229,0.0005520196,0.0008040557,0.00004081704,0.00003720998,0.000297315],"genre_scores_gemma":[0.9939981,0.00009580416,0.003063364,0.0002405768,0.0005998901,0.0001571723,0.0005142747,0.00005998323,0.001270912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3918375,"threshold_uncertainty_score":0.7191395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03370670354946741,"score_gpt":0.3203047347527371,"score_spread":0.2865980312032697,"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."}}