{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001197,0.0007133574,0.0007307318,0.0009373199,0.001940306,0.003334134,0.001344574,0.002830509,0.003742406],"category_scores_gemma":[0.006154815,0.0002944777,0.0006283686,0.0005607735,0.000820473,0.004080422,0.002793311,0.007506132,0.001082506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001788348,"about_ca_system_score_gemma":0.002974388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003508054,"about_ca_topic_score_gemma":0.01125774,"domain_scores_codex":[0.998882,0.0003533872,0.0001303526,0.0001075292,0.0003047779,0.0002218158],"domain_scores_gemma":[0.9981006,0.0003482806,0.0002319799,0.00002778458,0.0003836483,0.0009077794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001193198,0.0003722019,0.02408751,0.0009691183,0.00009885165,0.01641011,0.001826231,0.0006497826,0.0003937686,0.0029645,0.6390432,0.3130654],"study_design_scores_gemma":[0.000295733,0.001028258,0.05061226,0.0145903,0.0002637724,0.0984437,0.02350688,0.003541816,0.0007229525,0.02582495,0.7808797,0.0002895901],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03626959,0.1656886,0.007132528,0.6728297,0.02900763,0.0004375314,0.0002679652,0.000694611,0.08767179],"genre_scores_gemma":[0.3671003,0.2793342,0.02093589,0.2349452,0.07337135,0.0005927904,0.0007080294,0.0002140324,0.02279836],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003742406,"threshold_uncertainty_score":0.01297545,"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."}}