{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003627236,0.0009680617,0.001448352,0.0010404,0.0002342008,0.001443385,0.001488209,0.00108299,0.002641347],"category_scores_gemma":[0.006157373,0.001039344,0.0004446168,0.0006752837,0.00074809,0.001130542,0.0009540183,0.001059808,0.00212657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002640356,"about_ca_system_score_gemma":0.0003373236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003627548,"about_ca_topic_score_gemma":0.0006901372,"domain_scores_codex":[0.9944324,0.002312895,0.0004063934,0.001074126,0.00154495,0.0002292458],"domain_scores_gemma":[0.9970335,0.001457128,0.000449798,0.0004989399,0.0004541509,0.0001066078],"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":[0.0003662425,0.0001258304,0.001069039,0.0001790448,0.0000220506,0.00005183563,0.00008520218,0.000450545,0.9755074,0.0001666028,0.0001334146,0.02184271],"study_design_scores_gemma":[0.00006976036,0.0006572503,0.004002814,0.00003353081,0.00009371093,0.0005526828,0.00003887105,0.005783089,0.984727,0.0003002745,0.003701099,0.00003988922],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5631238,0.002620355,0.4255847,0.001192536,0.0001908911,0.0009423468,0.0009005581,0.002755905,0.00268879],"genre_scores_gemma":[0.3808628,0.001508637,0.609189,0.000603179,0.0001401401,0.0008266118,0.00196039,0.0005592511,0.004350013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003627236,"threshold_uncertainty_score":0.01918292,"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."}}