{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001443674,0.00009461123,0.0001543942,0.00007272102,0.0002820027,0.00004039754,0.0004767093,0.0001111482,0.00000326765],"category_scores_gemma":[0.0001799188,0.00006279279,0.000229326,0.0004943378,0.001218676,0.00002393096,0.00003217523,0.0001498388,2.696438e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001899949,"about_ca_system_score_gemma":0.001718655,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008799549,"about_ca_topic_score_gemma":0.01156888,"domain_scores_codex":[0.998596,0.00004308834,0.0003507899,0.000184806,0.0004796288,0.000345677],"domain_scores_gemma":[0.9987165,0.00003096978,0.0002827578,0.0003459058,0.0004948804,0.0001289587],"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":[0.0001498436,0.0001105342,0.02406452,0.000295029,0.0001544805,0.000008236022,0.004502213,0.009725514,0.9037715,0.003278255,0.0281082,0.02583166],"study_design_scores_gemma":[0.0008272078,0.0003292278,0.043506,0.0001710926,0.00003113492,0.0002596062,0.005269525,0.0003193352,0.9474198,0.001062428,0.0006838876,0.0001207663],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997012,0.00009680528,0.00142037,0.0007447966,0.0003410933,0.0002894803,0.000038148,8.609053e-7,0.00005651483],"genre_scores_gemma":[0.9941375,0.00002940001,0.005529039,0.0001120457,0.0001240055,0.000005100896,0.000007753552,0.000007205289,0.00004796636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04364828,"threshold_uncertainty_score":0.9978009,"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."}}