{"id":"W1984854225","doi":"10.1111/j.1556-4029.2010.01351.x","title":"Nonchemical Suffocation Deaths in Forensic Setting: A 6‐Year Retrospective Study of Environmental Suffocation, Smothering, Choking, and Traumatic/Positional Asphyxia*","year":2010,"lang":"en","type":"article","venue":"Journal of Forensic Sciences","topic":"Restraint-Related Deaths","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Smothering; Choking; Asphyxia; Accidental; Poison control; Medicine; Population; Injury prevention; Autopsy; Medical emergency; Psychiatry; Pediatrics; Environmental health; Pathology","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":[0.001009697,0.0001357033,0.0003376286,0.0003100152,0.00008452336,0.00003122058,0.0001443998,0.0000943909,0.0000677768],"category_scores_gemma":[0.0002560597,0.0001057628,0.00007110619,0.0003046269,0.0006198024,0.0002741002,0.00002909409,0.0004521815,0.000001376449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001067605,"about_ca_system_score_gemma":0.0001513206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003945353,"about_ca_topic_score_gemma":0.00007763242,"domain_scores_codex":[0.9980891,0.00004157494,0.0006513319,0.0002244037,0.0007977401,0.0001957853],"domain_scores_gemma":[0.9990317,0.00008370121,0.0005176359,0.0001376195,0.0001126623,0.0001166341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001423357,0.0008817221,0.8871272,0.00002054816,0.00006773534,0.00003516312,0.00717457,0.00003950631,0.0927505,0.0006014422,0.00007308002,0.01108618],"study_design_scores_gemma":[0.002094923,0.001788683,0.9829831,0.0001527159,0.000078205,0.000605929,0.005299838,0.0008376298,0.004751098,0.001303336,0.000008169883,0.00009635044],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984786,0.00009188231,0.00006907396,0.0003519969,0.0001522414,0.0002976582,0.000003125246,0.000006227272,0.0005491772],"genre_scores_gemma":[0.9934998,0.00001600975,0.006294487,0.00003566798,0.000125904,0.00000318265,0.000002176391,0.0000100476,0.00001270684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0958559,"threshold_uncertainty_score":0.4312883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01149385468808367,"score_gpt":0.2764305031311403,"score_spread":0.2649366484430566,"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."}}