{"id":"W4389001414","doi":"10.1016/j.fsigen.2023.102980","title":"Mixture detection with Demixtify","year":2023,"lang":"en","type":"article","venue":"Forensic Science International Genetics","topic":"Molecular Biology Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computational biology; In silico; Single-nucleotide polymorphism; Microsatellite; Computer science; Biology; Genetics; Genotype; Gene; Allele","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":[0.005366181,0.002692051,0.001440023,0.004683436,0.001419794,0.002143568,0.002481625,0.003717726,0.01550185],"category_scores_gemma":[0.007963445,0.002121716,0.001786736,0.001781987,0.001951427,0.002372282,0.005023907,0.005647465,0.01211249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00117493,"about_ca_system_score_gemma":0.001725717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005812565,"about_ca_topic_score_gemma":0.0007992043,"domain_scores_codex":[0.9901012,0.002078024,0.0004759756,0.003466571,0.00280977,0.001068387],"domain_scores_gemma":[0.9964237,0.001159018,0.0003454591,0.001058622,0.0007989177,0.0002143272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007214793,0.0002386849,0.004926459,0.0007505873,0.0004230497,0.0005392894,0.0004295647,0.001377882,0.7905251,0.01585618,0.009916326,0.1742953],"study_design_scores_gemma":[0.00002464764,0.0001947179,0.0008832407,0.00004054187,0.00005821205,0.0006750637,0.00005077384,0.01168751,0.9580263,0.001687288,0.0266057,0.00006590342],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0379636,0.001449923,0.9331892,0.000580671,0.0004470217,0.0005047303,0.0006057171,0.01190818,0.01335107],"genre_scores_gemma":[0.2118008,0.001457424,0.7538406,0.001419503,0.0001490205,0.001260707,0.002758462,0.002267128,0.02504642],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01550185,"threshold_uncertainty_score":0.0518589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009412537014549185,"score_gpt":0.2837479664072045,"score_spread":0.2743354293926553,"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."}}