{"id":"W4412561734","doi":"10.1504/ijfe.2025.147537","title":"Puncturing a castle defence: injury biomechanics solution to a homicide investigation case study","year":2025,"lang":"en","type":"article","venue":"International Journal of Forensic Engineering","topic":"Autopsy Techniques and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"MAB-Mackay Rehabilitation Centre","funders":"","keywords":"Homicide; Biomechanics; Puncturing; Poison control; Forensic engineering; Aeronautics; Engineering; Injury prevention; Medicine; Medical emergency; Anatomy","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":[0.0002674549,0.0001066771,0.0001973759,0.0006337424,0.00002456441,0.00002892618,0.0001100874,0.00004506285,0.000007146089],"category_scores_gemma":[0.0002106463,0.00009146381,0.00009421869,0.0002083967,0.000008951906,0.0001144115,0.00006625802,0.0001911535,0.00000163205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002964845,"about_ca_system_score_gemma":0.00008909358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007552366,"about_ca_topic_score_gemma":0.00001171103,"domain_scores_codex":[0.9991032,0.000008443969,0.0003968005,0.00009723868,0.0002813734,0.0001129024],"domain_scores_gemma":[0.9993286,0.00003608248,0.0001138753,0.00009695908,0.0003399326,0.00008459377],"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":[0.00119005,0.0007270673,0.08488505,0.0002819559,0.002708029,0.03583956,0.008511171,0.01175662,0.5131325,0.005750305,0.007061379,0.3281564],"study_design_scores_gemma":[0.006711692,0.003379918,0.04764725,0.004285003,0.0008969335,0.0579154,0.004644374,0.07603358,0.7907012,0.002287122,0.004592945,0.0009045884],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8832222,0.00004904743,0.1145956,0.0008846927,0.0009865245,0.0001841153,0.000002039986,0.00004007572,0.00003568788],"genre_scores_gemma":[0.9820325,0.00000621139,0.01737643,0.0003214625,0.0001792815,0.000005188835,0.000001366315,0.00001106879,0.00006647465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3272518,"threshold_uncertainty_score":0.3729786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01459206648653818,"score_gpt":0.310753718249683,"score_spread":0.2961616517631449,"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."}}