{"id":"W2101197910","doi":"10.1186/cc4959","title":"Year in review 2005: Critical Care - Respirology: mechanical ventilation, infection, monitoring, and education","year":2006,"lang":"en","type":"article","venue":"Critical Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Mechanical ventilation; Sedation; Pneumonia; Ventilator-associated pneumonia; Ventilation (architecture); Intensive care medicine; Sepsis; Intensive care; Emergency medicine; Pulmonary artery catheter; Respiratory monitoring; Health care; Anesthesia; Respiratory system; Internal medicine; Hemodynamics; Cardiac output","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":[0.002716042,0.002046569,0.004274383,0.01108313,0.0008176281,0.003611992,0.001931901,0.002799621,0.03054527],"category_scores_gemma":[0.01299568,0.0007215202,0.001208466,0.01430836,0.0007195577,0.00404518,0.001418569,0.001981056,0.01221965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002542755,"about_ca_system_score_gemma":0.005772576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004774201,"about_ca_topic_score_gemma":0.009437605,"domain_scores_codex":[0.9980689,0.0004293338,0.0006152295,0.0001535426,0.0005724158,0.0001605924],"domain_scores_gemma":[0.9856811,0.004523656,0.002319034,0.00013801,0.00570627,0.001631982],"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":[0.0004699014,0.00009259837,0.00121227,0.08613246,0.0004891848,0.0006494864,0.0001748858,0.0001681701,0.0007880757,0.00112294,0.5175865,0.3911136],"study_design_scores_gemma":[0.0001159146,0.0001994048,0.004215498,0.02880925,0.000946249,0.001875976,0.0002194562,0.00008102921,0.0002653703,0.0006574841,0.9625754,0.00003887561],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003120767,0.9600065,0.0002760215,0.004153329,0.0316165,0.0001349636,0.0002488597,0.0000232008,0.003228575],"genre_scores_gemma":[0.002584477,0.9589283,0.001005202,0.006172037,0.02179684,0.0002744323,0.0006109038,0.00002041804,0.008607367],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03054527,"threshold_uncertainty_score":0.1021841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02377150356524798,"score_gpt":0.3692350427435638,"score_spread":0.3454635391783158,"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."}}