{"id":"W2763128410","doi":"10.1097/mcc.0000000000000459","title":"Acute life-threatening hypoxemia during mechanical ventilation","year":2017,"lang":"en","type":"review","venue":"Current Opinion in Critical Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; Toronto General Hospital; University Health Network; University of Toronto; McMaster University","funders":"","keywords":"Medicine; Hypoxemia; Intensive care medicine; Mechanical ventilation; ARDS; Ventilation (architecture); Clinical Practice; Anesthesia; Physical therapy; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009854505,0.0009303223,0.002362744,0.002354778,0.0002807482,0.001472981,0.001150221,0.001511855,0.004062545],"category_scores_gemma":[0.004533411,0.0002815518,0.001094941,0.002232163,0.0005140554,0.001425992,0.0008952969,0.001438928,0.0008443519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005737052,"about_ca_system_score_gemma":0.002624089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001087663,"about_ca_topic_score_gemma":0.001622809,"domain_scores_codex":[0.9993124,0.0001525459,0.000205727,0.00007922191,0.0002070834,0.00004306814],"domain_scores_gemma":[0.99787,0.001174416,0.0006014729,0.00002622542,0.0002603147,0.00006770508],"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":[0.0001303053,0.00004592202,0.0005050269,0.3139726,0.0007710076,0.0004124931,0.0001326501,0.000259517,0.0005097712,0.001391256,0.03414156,0.647728],"study_design_scores_gemma":[0.0001058515,0.000206304,0.005300717,0.2387143,0.003306841,0.006485004,0.0002844071,0.0001803248,0.0005078483,0.002411576,0.7424395,0.00005738549],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004781581,0.9994293,0.00002290083,0.0001391376,0.0001664223,0.000005869501,0.00001142414,0.000001726159,0.0001754332],"genre_scores_gemma":[0.0004906604,0.9990196,0.00003830497,0.0001731499,0.0001961937,0.000007117571,0.00001533113,5.99588e-7,0.00005892602],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004062545,"threshold_uncertainty_score":0.01359051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4390629225258476,"score_gpt":0.5437398794169586,"score_spread":0.104676956891111,"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."}}