{"id":"W4415214512","doi":"10.1016/j.ccc.2025.08.007","title":"Advancements in Ventilation During Cardiac Resuscitation","year":2025,"lang":"en","type":"review","venue":"Critical Care Clinics","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital","funders":"ZOLL Medical Corporation","keywords":"Hyperventilation; Hypoventilation; Ventilation (architecture); Capnography; Cardiopulmonary resuscitation; Resuscitation; Cardiac resuscitation; Oxygenation","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002790501,0.0002673559,0.001392794,0.0003700665,0.00007510448,0.00003009368,0.00007542527,0.0004590227,0.00001185835],"category_scores_gemma":[0.002954741,0.0002527304,0.0007808766,0.0005534721,0.00008051911,0.00009007724,0.00006855813,0.0005841395,0.00004984899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004244206,"about_ca_system_score_gemma":0.0004822858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000182733,"about_ca_topic_score_gemma":0.00000228293,"domain_scores_codex":[0.997781,0.0001916161,0.0009120472,0.0004905913,0.0003405231,0.0002842312],"domain_scores_gemma":[0.9981343,0.0009700441,0.0001061802,0.0003704197,0.0003043824,0.0001146768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007797815,0.00006267703,0.000924946,0.1514904,0.00006128182,0.00007095761,0.0002179157,0.000001817284,5.274088e-7,0.0003995301,0.00009170354,0.8466003],"study_design_scores_gemma":[0.0006884022,0.0000555643,0.003885306,0.06041135,0.002220584,0.000001479727,0.0004010725,0.00000338906,0.000001546039,0.0001262122,0.9318746,0.0003304553],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001388649,0.9908503,0.00004311776,0.00005745181,0.00568633,0.001021604,0.00008743643,0.00004852877,0.002066388],"genre_scores_gemma":[0.000905506,0.996561,0.0003178315,0.000039287,0.0006418196,0.0001510488,0.001174892,0.00003604682,0.0001725787],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.931783,"threshold_uncertainty_score":0.9999925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04685512781676093,"score_gpt":0.4561167383313147,"score_spread":0.4092616105145537,"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."}}