{"id":"W4361274824","doi":"10.18280/ijsse.130115","title":"Forensic Investigation Approaches of DNA Analysis and Criminal Investigation","year":2023,"lang":"en","type":"article","venue":"International Journal of Safety and Security Engineering","topic":"Forensic and Genetic Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Criminal investigation; Forensic science; Forensic engineering; Engineering; Computer science; Medical emergency; Criminology; Psychology; Medicine; Biology; Genetics","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":[0.01311305,0.001126841,0.0009481365,0.007492585,0.0047842,0.009751927,0.002914586,0.003748261,0.01074664],"category_scores_gemma":[0.01923758,0.0006496289,0.0008872679,0.005501966,0.01267637,0.006847341,0.008355522,0.003235267,0.003201047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005101558,"about_ca_system_score_gemma":0.009975909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004080805,"about_ca_topic_score_gemma":0.004582504,"domain_scores_codex":[0.9776768,0.01176983,0.00120637,0.002840923,0.005777349,0.0007287067],"domain_scores_gemma":[0.9874462,0.005218329,0.001384494,0.002299495,0.003258712,0.0003926544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000390068,0.00007832966,0.00272523,0.0006187921,0.00005558246,0.0006816613,0.004586094,0.0007683364,0.0007765411,0.753951,0.01043958,0.2252799],"study_design_scores_gemma":[0.00001764665,0.00009565632,0.003273,0.001795131,0.00005606804,0.002709551,0.006663323,0.003251856,0.002111245,0.4632714,0.5166581,0.00009708711],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0149447,0.02951862,0.5368406,0.02117236,0.002375082,0.001742681,0.0005311575,0.0005470582,0.3923278],"genre_scores_gemma":[0.2435688,0.02870693,0.6145567,0.006973844,0.001302258,0.002045306,0.0005697811,0.0002517023,0.1020248],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01311305,"threshold_uncertainty_score":0.06934929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02110401069285579,"score_gpt":0.2474112344824223,"score_spread":0.2263072237895665,"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."}}