{"id":"W2048577436","doi":"10.1080/00085030.2004.10757568","title":"Validation of the DNA IQ™ System for use in the DNA Extraction of High Volume Forensic Casework","year":2004,"lang":"en","type":"article","venue":"Canadian Society of Forensic Science Journal","topic":"Forensic and Genetic Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"DNA extraction; Chromatography; Lysis buffer; Incubation; Microsatellite; Extraction (chemistry); STR analysis; DNA; Lysis; Biology; Chemistry; Polymerase chain reaction; Molecular biology; Genetics; Biochemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02015334,0.001135197,0.001220617,0.002591559,0.001544831,0.001634152,0.002922708,0.001931796,0.003835527],"category_scores_gemma":[0.02364701,0.001203673,0.0008572629,0.002006948,0.001752842,0.0008833862,0.001400828,0.001330027,0.006902184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005997622,"about_ca_system_score_gemma":0.003167808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001663341,"about_ca_topic_score_gemma":0.002982774,"domain_scores_codex":[0.9825658,0.004886367,0.002548031,0.002810734,0.006335803,0.0008532604],"domain_scores_gemma":[0.98813,0.003233022,0.0008406122,0.001925835,0.005438738,0.0004318477],"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":[0.001008279,0.0006104867,0.01026294,0.001406884,0.0001174242,0.0004689587,0.001663735,0.002194424,0.8864344,0.002477114,0.002107398,0.09124792],"study_design_scores_gemma":[0.0002621064,0.003752327,0.01527653,0.0005732924,0.0002958614,0.002394594,0.0003884934,0.007633511,0.9167013,0.0009315078,0.05162094,0.0001695752],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.172075,0.001343154,0.8036479,0.0004835105,0.0004277111,0.01353446,0.002623637,0.002505954,0.003358561],"genre_scores_gemma":[0.09389958,0.001844845,0.8776531,0.0006178376,0.0001169156,0.0135026,0.007093731,0.0004142399,0.004857227],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02015334,"threshold_uncertainty_score":0.1065823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02014628400404768,"score_gpt":0.2708081061163062,"score_spread":0.2506618221122585,"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."}}