{"id":"W2026692477","doi":"10.1016/j.forsciint.2013.04.018","title":"Fluid dynamics topics in bloodstain pattern analysis: Comparative review and research opportunities","year":2013,"lang":"en","type":"review","venue":"Forensic Science International","topic":"Forensic and Genetic Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":184,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University; Regional Municipality of Niagara","funders":"","keywords":"Dimensionless quantity; Fluid motion; Dynamics (music); Motion (physics); Data science; Biochemical engineering; Computer science; Mechanics; Engineering; Physics; Artificial intelligence","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":[0.001768156,0.0002428888,0.0007627915,0.0008225238,0.0001122966,0.0001508404,0.0009354962,0.0001555868,0.0001132642],"category_scores_gemma":[0.0002530004,0.0001923151,0.0001800178,0.00101734,0.001607883,0.00001515585,0.0007279497,0.0003487781,0.00002040544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001423049,"about_ca_system_score_gemma":0.0006681186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001526023,"about_ca_topic_score_gemma":0.0005047663,"domain_scores_codex":[0.9972747,0.0002166105,0.0005105965,0.0006985173,0.0008528992,0.000446701],"domain_scores_gemma":[0.9984557,0.00005894115,0.0001416175,0.0004686516,0.0007276891,0.0001473768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002348768,0.00003108348,0.0001341581,0.0012916,0.0003508372,0.00001012272,0.00004946665,0.000002589327,0.00000316996,0.000718426,0.004671133,0.9927351],"study_design_scores_gemma":[0.0001353538,0.000177527,0.0001459227,0.002888375,0.0003824235,0.00004623389,0.000266979,0.001106079,0.00003708743,0.0002213374,0.9942265,0.0003662109],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006329794,0.9944463,0.0001424468,0.0005361116,0.0001758627,0.0006817952,0.00009360509,0.000004011457,0.00328693],"genre_scores_gemma":[0.0006012047,0.9946424,0.0002364351,0.0001327107,0.0001528614,0.0001553486,0.0006399337,0.00001181524,0.00342733],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9923689,"threshold_uncertainty_score":0.7842382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2086532186836556,"score_gpt":0.4669076991686826,"score_spread":0.258254480485027,"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."}}