{"id":"W2947518705","doi":"10.4187/respcare.06998","title":"Ventilation During Cardiopulmonary Resuscitation: What Have We Learned From Models?","year":2019,"lang":"en","type":"review","venue":"Respiratory Care","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université du Québec à Trois-Rivières; Université du Québec à Montréal","funders":"","keywords":"Medicine; Cardiopulmonary resuscitation; Ventilation (architecture); Airway; Resuscitation; Intensive care medicine; Respiratory physiology; Anesthesia; Lung; Internal medicine","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":[0.0001924791,0.0005655575,0.0019776,0.0004429438,0.0001826087,0.0001760604,0.0001745436,0.0007644991,0.00004031203],"category_scores_gemma":[0.00005585155,0.0005054832,0.001515738,0.0003301229,0.00006417483,0.0006694738,0.0001139938,0.0007126382,0.0003571514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007673713,"about_ca_system_score_gemma":0.0007081081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001597315,"about_ca_topic_score_gemma":0.000007800696,"domain_scores_codex":[0.9967692,0.0003474482,0.000799589,0.0009183644,0.0008046357,0.0003607005],"domain_scores_gemma":[0.9978024,0.0001536869,0.0004602843,0.001037363,0.000341319,0.0002048943],"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":[0.0001999793,0.00001726879,0.00009444549,0.03480205,0.000476995,0.0002305906,0.001077557,0.0002088515,0.00003434381,0.00001386105,0.0003644267,0.9624797],"study_design_scores_gemma":[0.0007650583,0.00004728494,0.0004834005,0.04054835,0.00258012,0.000007988044,0.002026734,0.0000101992,0.00001985574,0.00004480646,0.9529455,0.0005206887],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007877698,0.9917431,0.00001972212,0.0000340699,0.003722395,0.001637917,0.0001298907,0.0001400985,0.001785021],"genre_scores_gemma":[0.001027354,0.9940054,0.0000601593,0.00006235448,0.002494598,0.000145367,0.001679951,0.0001639489,0.00036081],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9619589,"threshold_uncertainty_score":0.9997397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1086499873593172,"score_gpt":0.3478649388312868,"score_spread":0.2392149514719696,"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."}}