{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1467422,0.001843449,0.005494812,0.01879465,0.004091913,0.01202425,0.01242185,0.00435902,0.001385746],"category_scores_gemma":[0.1381146,0.001097899,0.002830442,0.01107287,0.0215007,0.01876299,0.008049231,0.01412021,0.001425864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009660166,"about_ca_system_score_gemma":0.01379676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009833249,"about_ca_topic_score_gemma":0.007819805,"domain_scores_codex":[0.8991832,0.04847426,0.03011345,0.00525412,0.01496266,0.002012364],"domain_scores_gemma":[0.856341,0.06478384,0.00747834,0.01977125,0.04815724,0.003468343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002937407,0.0003515911,0.03175762,0.006833207,0.0003515404,0.0007449162,0.02551804,0.002451924,0.002304986,0.2634934,0.05539055,0.6105084],"study_design_scores_gemma":[0.0001720814,0.000621205,0.05691624,0.02701045,0.0004480401,0.008151387,0.06661101,0.01024315,0.001869196,0.4653173,0.361921,0.0007189561],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05808815,0.2358206,0.398933,0.2292494,0.02572521,0.005096949,0.002062911,0.001691027,0.04333276],"genre_scores_gemma":[0.2927002,0.09348159,0.5620462,0.0258892,0.01041383,0.00544181,0.004268894,0.001022555,0.00473576],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1467422,"threshold_uncertainty_score":0.7760564,"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."}}