{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002523657,0.001159538,0.002972014,0.007152409,0.0004135563,0.002346587,0.001151253,0.001893399,0.0100729],"category_scores_gemma":[0.006595293,0.0005399344,0.00182112,0.006966375,0.0007898442,0.002819604,0.001597912,0.00262748,0.001607944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001407532,"about_ca_system_score_gemma":0.004197573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002752092,"about_ca_topic_score_gemma":0.009065441,"domain_scores_codex":[0.9990476,0.0002267274,0.0002879989,0.0001473057,0.0002137114,0.00007670108],"domain_scores_gemma":[0.9954578,0.002969797,0.0007757058,0.00006220035,0.000546838,0.0001877113],"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":[0.0001375515,0.00006806094,0.0003208014,0.1539218,0.0005172634,0.00009962523,0.00009939424,0.0002062624,0.0002905666,0.002112577,0.0219916,0.8202346],"study_design_scores_gemma":[0.0002203456,0.0002889106,0.003754208,0.1890401,0.003311621,0.0009720603,0.0002551514,0.000162058,0.0002272209,0.002119981,0.7995871,0.00006123926],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002395419,0.999408,0.00002061575,0.0001660627,0.000142159,0.000002691736,0.000012342,0.000001893442,0.000222262],"genre_scores_gemma":[0.0002742545,0.9991211,0.00006546729,0.0002808337,0.0001641675,0.000004093349,0.00001309975,8.294464e-7,0.00007611908],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0100729,"threshold_uncertainty_score":0.03369725,"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."}}