{"id":"W4407058812","doi":"10.1016/j.accpm.2025.101488","title":"Protecting the lungs during surgery: Modes of ventilation are no silver bullet","year":2025,"lang":"en","type":"editorial","venue":"Anaesthesia Critical Care & Pain Medicine","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; St. Michael's Hospital","funders":"Fonds de Recherche du Québec - Santé","keywords":"Medicine; Ventilation (architecture); Silver bullet; Surgery; Intensive care medicine; Anesthesia","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01046552,0.005416676,0.007744822,0.004338528,0.004652623,0.0108377,0.005298217,0.02971984,0.01122572],"category_scores_gemma":[0.03216284,0.002268272,0.00485185,0.002444327,0.004421948,0.006518851,0.002162214,0.03937402,0.01218727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003935948,"about_ca_system_score_gemma":0.003749864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00293427,"about_ca_topic_score_gemma":0.008731523,"domain_scores_codex":[0.9905906,0.002200197,0.001196685,0.0009378829,0.00454044,0.0005341377],"domain_scores_gemma":[0.9600543,0.02068082,0.002409322,0.001017838,0.01124141,0.00459635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006807869,0.0000242562,0.00002107433,0.0005691715,0.00004687113,0.0001013816,0.00001553758,0.00003032563,0.00006917822,0.0003088722,0.9917389,0.007006519],"study_design_scores_gemma":[0.0001912664,0.00009612015,0.0004928685,0.001926042,0.0002258648,0.0005190219,0.00008968925,0.0002378357,0.0001300012,0.002007668,0.9940277,0.00005592893],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001489675,0.007498149,0.00006482835,0.01579966,0.9758973,0.000008923309,0.00001641343,0.0000204564,0.0006794313],"genre_scores_gemma":[0.0001150939,0.003896475,0.00005166218,0.01257214,0.9811935,0.00000936059,0.00000727563,0.00001201346,0.002142436],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02971984,"threshold_uncertainty_score":0.05534762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01239255030805545,"score_gpt":0.2986428863503056,"score_spread":0.2862503360422501,"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."}}