{"id":"W4403150837","doi":"10.1186/s13613-024-01385-0","title":"Heterogeneous impact of Sighs on mortality in patients with acute hypoxemic respiratory failure: insights from the PROTECTION study","year":2024,"lang":"en","type":"article","venue":"Annals of Intensive Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"European Society of Intensive Care Medicine; Ministero della Salute","keywords":"Medicine; Anesthesiology; Ventilation (architecture); Mechanical ventilation; Randomized controlled trial; Tidal volume; Anesthesia; Internal medicine; Positive end-expiratory pressure; Respiratory system; Cardiology","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":[0.006290066,0.0005616024,0.0009659423,0.0003898985,0.0003374549,0.001057046,0.0005160413,0.0007058356,0.00236415],"category_scores_gemma":[0.009301252,0.0002068733,0.001623721,0.0006204128,0.0006680303,0.0005929131,0.001070739,0.001258626,0.000243561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002923361,"about_ca_system_score_gemma":0.0004588932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007260155,"about_ca_topic_score_gemma":0.001027908,"domain_scores_codex":[0.9953881,0.003650769,0.0001674937,0.0002965106,0.0002499216,0.0002471933],"domain_scores_gemma":[0.9906902,0.004981175,0.00189003,0.0009812425,0.000323748,0.001133616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06946723,0.0009255632,0.8936052,0.0004944259,0.006540875,0.0003927861,0.0004485947,0.0004564525,0.001262752,0.0005650963,0.001663101,0.0241779],"study_design_scores_gemma":[0.006127617,0.007318225,0.9809315,0.000137572,0.002204791,0.0002216133,0.0004270134,0.0005738271,0.000196794,0.0007101595,0.001114462,0.00003632057],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951276,0.002488675,0.0001461807,0.0006070982,0.00002366382,0.00004384617,0.0005086447,0.000002464084,0.001051909],"genre_scores_gemma":[0.9983492,0.0004632931,0.000103993,0.0002723901,0.0001257494,0.00004749954,0.0005399525,0.000002598428,0.00009523933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006290066,"threshold_uncertainty_score":0.03326541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05792058700867959,"score_gpt":0.3423233452515302,"score_spread":0.2844027582428506,"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."}}