{"id":"W4412826435","doi":"10.1097/01.eem.0000000000000076","title":"Hypoxemia: Managing Drowning in the ED","year":2025,"lang":"en","type":"article","venue":"Emergency Medicine News","topic":"Injury Epidemiology and Prevention","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hypoxemia; Medical emergency; Medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001791776,0.0001258799,0.0003127885,0.0002146958,0.00009928403,8.045367e-7,0.0001482737,0.0001066353,0.002246321],"category_scores_gemma":[0.0009340052,0.00007687696,0.0000787051,0.0005602802,0.00006467157,0.00004368586,0.00002592164,0.0004568728,0.00004681546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003059417,"about_ca_system_score_gemma":0.00003876621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003607082,"about_ca_topic_score_gemma":0.0001172407,"domain_scores_codex":[0.9985278,0.0002855031,0.0005646734,0.0002254499,0.0001458536,0.0002506856],"domain_scores_gemma":[0.9993291,0.0001815544,0.00008171826,0.0003365567,0.00003536069,0.00003568529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001592487,0.00007650914,0.2072546,0.0001714224,0.00006625591,0.00003364458,0.001390263,0.000006396694,0.001236624,0.01235683,0.7541684,0.02307975],"study_design_scores_gemma":[0.002970187,0.0004774072,0.4919725,0.001188353,0.0004518589,0.00004332056,0.004020038,0.0006315252,0.0001426309,0.05637375,0.4414955,0.0002328862],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1896933,0.008887989,0.004901724,0.1360505,0.004867432,0.0008245022,6.458367e-7,0.00008873243,0.6546851],"genre_scores_gemma":[0.9611385,0.003285868,0.0003219005,0.009410799,0.001112775,0.00008128521,0.00004888133,0.00001413684,0.02458586],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7714452,"threshold_uncertainty_score":0.9986658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03465113554622918,"score_gpt":0.3823619489169217,"score_spread":0.3477108133706925,"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."}}