{"id":"W2412125126","doi":"10.1520/jfs2002182","title":"STR DNA Typing: Increased Sensitivity and Efficient Sample Consumption Using Reduced PCR Reaction Volumes","year":2003,"lang":"en","type":"article","venue":"Journal of Forensic Sciences","topic":"Forensic and Genetic Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Canadian Mounted Police","funders":"","keywords":"Polymerase chain reaction; Typing; DNA; Volume (thermodynamics); Molecular biology; Sensitivity (control systems); Chromatography; Biology; DNA extraction; Analytical Chemistry (journal); Chemistry; Genetics; Gene; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001469388,0.00008576638,0.0001323843,0.00009414609,0.0001914362,0.00004746785,0.00005958571,0.00006322604,0.000006504461],"category_scores_gemma":[0.0007432759,0.00006725321,0.00005639766,0.0001268307,0.0005497551,0.000009249735,0.00002822402,0.00008279279,7.979907e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002048994,"about_ca_system_score_gemma":0.000226567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006910064,"about_ca_topic_score_gemma":0.00003607884,"domain_scores_codex":[0.9989871,0.000155893,0.0002146113,0.0001806553,0.0002672284,0.0001945464],"domain_scores_gemma":[0.9993467,0.00006630025,0.0001911249,0.00009844327,0.0001951988,0.0001021736],"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":[0.0000569796,0.00002637496,0.009994216,0.000007784796,0.00001988405,0.000003771306,0.00003917755,0.0004264679,0.983534,0.0001401856,0.0002169744,0.005534207],"study_design_scores_gemma":[0.0008178087,0.0007992222,0.0409193,0.0000748441,0.00004531306,0.001073974,0.0007057313,0.006865219,0.9466407,0.0005583724,0.001281373,0.0002180932],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970105,0.0005066386,0.001982526,0.00006312455,0.0002460887,0.00006539268,0.00000305366,0.000001896217,0.0001207724],"genre_scores_gemma":[0.991916,0.000109904,0.007814532,0.00003571434,0.0001020316,2.985118e-7,0.000001725499,0.000004320504,0.00001546513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03689323,"threshold_uncertainty_score":0.2742506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04470184628633291,"score_gpt":0.3193404171917538,"score_spread":0.2746385709054209,"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."}}