{"id":"W2189371447","doi":"10.1111/anae.13311","title":"Peri‐operative pulmonary dysfunction and protection","year":2015,"lang":"en","type":"review","venue":"Anaesthesia","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"","keywords":"Medicine; Peri; Perioperative; Positive end-expiratory pressure; Lung; Ventilation (architecture); Anesthesia; Intensive care medicine; Surgery; Mechanical ventilation; 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":[0.0006383045,0.0005093982,0.00109959,0.00137812,0.0002420936,0.001072797,0.0005786949,0.0009053595,0.005086273],"category_scores_gemma":[0.002070176,0.000128655,0.0006877001,0.001036274,0.0005003414,0.0008670697,0.0005453933,0.001038248,0.0007002331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003549409,"about_ca_system_score_gemma":0.001028081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00084754,"about_ca_topic_score_gemma":0.001331565,"domain_scores_codex":[0.9996063,0.0001005321,0.00007702994,0.00005943598,0.0001205902,0.00003621013],"domain_scores_gemma":[0.9990537,0.0005496042,0.0002071289,0.00001813477,0.0001238079,0.00004768825],"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":[0.0001913138,0.0001036228,0.002470844,0.06112188,0.0005082741,0.0003542521,0.0001047609,0.000206565,0.0007792957,0.002679995,0.0221834,0.9092957],"study_design_scores_gemma":[0.0001190365,0.0006063152,0.0293758,0.08428366,0.00207974,0.01215657,0.0005257486,0.0002310875,0.001289799,0.00664154,0.8626322,0.00005849532],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001909225,0.9990339,0.00002947291,0.0002072217,0.00006119598,0.000002815813,0.00001518506,0.00000196572,0.000457365],"genre_scores_gemma":[0.003467948,0.9958991,0.00005855258,0.000169216,0.0001268624,0.000005915129,0.00002713843,5.461788e-7,0.0002446765],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005086273,"threshold_uncertainty_score":0.01701528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06413862205892654,"score_gpt":0.3399913193302944,"score_spread":0.2758526972713679,"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."}}