{"id":"W2107564651","doi":"10.1111/j.1556-4029.2010.01459.x","title":"Classification of Asphyxia: The Need for Standardization","year":2010,"lang":"en","type":"article","venue":"Journal of Forensic Sciences","topic":"Restraint-Related Deaths","field":"Medicine","cited_by":213,"is_retracted":false,"has_abstract":true,"ca_institutions":"Office of the Chief Medical Examiner; Concordia University; Institute of Particle Physics","funders":"","keywords":"Smothering; Asphyxia; Choking; Context (archaeology); Poison control; Medical emergency; Forensic engineering; Standardization; Aeronautics; Medicine; Psychology; Engineering; Computer science; History; Pediatrics; 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":[0.001373852,0.00004593118,0.0001441083,0.0001154341,0.00009095256,0.00002254381,0.0001403846,0.00004949695,0.00001909901],"category_scores_gemma":[0.0009952767,0.00002319964,0.00009585662,0.0002980038,0.0004999182,0.0001422143,0.000006164165,0.0001650899,6.421835e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001487108,"about_ca_system_score_gemma":0.0003231315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002901773,"about_ca_topic_score_gemma":0.000007785044,"domain_scores_codex":[0.9990222,0.00001497864,0.0003407888,0.00006369298,0.0004658292,0.0000924842],"domain_scores_gemma":[0.9986567,0.0001804531,0.0004590815,0.0001052464,0.0005513597,0.00004712985],"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":[0.0004260494,0.0001222922,0.02742805,0.00004699383,0.0001185324,0.000006207936,0.001252184,0.0003940743,0.8159857,0.04497539,0.008334659,0.1009099],"study_design_scores_gemma":[0.005503989,0.005684858,0.717114,0.0004747838,0.0006685778,0.001456728,0.006614301,0.01780874,0.1772434,0.04495094,0.02222669,0.0002529701],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9800868,0.0000913169,0.01061717,0.006268371,0.0007480967,0.000181898,0.000002542062,0.000004071506,0.001999728],"genre_scores_gemma":[0.9900646,0.0000158254,0.009588622,0.00007293579,0.0002015414,0.000001027372,8.272172e-7,0.000003251283,0.0000513888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.689686,"threshold_uncertainty_score":0.1841969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03454843056572871,"score_gpt":0.3354050892391775,"score_spread":0.3008566586734488,"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."}}