{"id":"W2903025600","doi":"10.1016/j.scijus.2018.12.001","title":"The impact of trauma and blood loss on human decomposition","year":2018,"lang":"en","type":"article","venue":"Science & Justice","topic":"Forensic Entomology and Diptera Studies","field":"Agricultural and Biological Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Blunt; Homicide; Blunt trauma; Decomposition; Medicine; Forensic engineering; Emergency medicine; Poison control; Medical emergency; Injury prevention; Surgery; Biology; Engineering; Ecology","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":[0.000334181,0.00005596316,0.00006075744,0.000008007907,0.001180839,0.00003515636,0.0001743901,0.0000210191,0.00002557209],"category_scores_gemma":[0.0000749377,0.00001509854,0.00002664222,0.0002394835,0.002124331,0.00007859244,0.00005073151,0.00004044144,0.000007837069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000757726,"about_ca_system_score_gemma":0.000005157081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001941661,"about_ca_topic_score_gemma":0.0002564249,"domain_scores_codex":[0.9994437,0.00002129572,0.00008033786,0.0001502624,0.0001259821,0.0001784704],"domain_scores_gemma":[0.9996203,0.0001593513,0.00004453889,0.00003999829,0.00009339145,0.00004244395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001603269,0.0003105293,0.04363796,0.00001067491,0.00004078399,0.00001032834,0.001449822,0.00000634187,0.8185591,0.03747447,0.0009654743,0.0973742],"study_design_scores_gemma":[0.0001003222,0.002135726,0.9674513,0.00001577318,0.00003402138,0.00002244454,0.0004212584,0.00003165527,0.02688467,0.002754455,0.00007669759,0.00007161532],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944887,0.00005821783,4.721627e-7,0.0002814976,0.00009710573,0.00004695264,0.000004077292,0.00001008722,0.005012929],"genre_scores_gemma":[0.9997543,0.00001604524,0.00001866639,0.00005792572,0.0001084278,0.000001395718,7.647528e-7,1.502473e-7,0.00004236007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9238134,"threshold_uncertainty_score":0.908218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02788556781755825,"score_gpt":0.3355156774298396,"score_spread":0.3076301096122813,"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."}}