{"id":"W2034947265","doi":"10.1111/j.1556-4029.2009.01072.x","title":"Discrimination of Falls and Blows in Blunt Head Trauma: Assessment of Predictability Through Combined Criteria*","year":2009,"lang":"en","type":"article","venue":"Journal of Forensic Sciences","topic":"Traumatic Ocular and Foreign Body Injuries","field":"Medicine","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Predictability; Blunt; Blunt trauma; Head (geology); Head trauma; Poison control; Injury prevention; Forensic anthropology; Surgery; Medicine; Forensic engineering; Psychology; Medical emergency; Statistics; History; Engineering; Mathematics; Archaeology; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005040126,0.0005754955,0.0004817735,0.003231707,0.0004335687,0.0007902932,0.0003788747,0.0005413445,0.001314093],"category_scores_gemma":[0.02191299,0.0002601969,0.000579091,0.0009409663,0.0009148507,0.001424235,0.001880842,0.0004985561,0.0004553795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001196669,"about_ca_system_score_gemma":0.0003184753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004403447,"about_ca_topic_score_gemma":0.0008265625,"domain_scores_codex":[0.9971722,0.0009019641,0.0004962066,0.0001883557,0.001012839,0.0002285765],"domain_scores_gemma":[0.9861719,0.007899891,0.00317078,0.000923542,0.001318488,0.0005155021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004555602,0.0000261786,0.9798146,0.00003192845,0.0000344594,0.0004871876,0.0001812816,0.0003419634,0.0009660167,0.00004701573,0.00004982378,0.01756393],"study_design_scores_gemma":[0.00001809106,0.001054119,0.9813762,0.00005591744,0.0001002338,0.00734764,0.0008461422,0.005502705,0.002680925,0.00062681,0.000349484,0.00004188482],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99666,0.0002039202,0.002041896,0.00002443394,0.00001306954,0.00002452262,0.00006652965,0.00001585492,0.0009497419],"genre_scores_gemma":[0.9988773,0.00006339364,0.0008885019,0.000003903727,0.00001787119,0.000005941476,0.0000783494,0.000003679136,0.00006098506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005040126,"threshold_uncertainty_score":0.02665502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0418240580873204,"score_gpt":0.3835875645483815,"score_spread":0.3417635064610611,"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."}}