{"id":"W2608479206","doi":"10.4187/respcare.05545","title":"2016 Year in Review: Mechanical Ventilation","year":2017,"lang":"en","type":"review","venue":"Respiratory Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Mechanical ventilation; Intensive care medicine; Ventilation (architecture); Respiratory distress; Airway; Anesthesia; Mechanical engineering","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":[0.0007554074,0.001128473,0.002341275,0.00427147,0.0004853852,0.0030565,0.001395698,0.001552339,0.04010334],"category_scores_gemma":[0.00358084,0.000377331,0.0009543098,0.003762651,0.0005049834,0.00291003,0.001708334,0.002609088,0.01675095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007938823,"about_ca_system_score_gemma":0.003461523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007560927,"about_ca_topic_score_gemma":0.001446676,"domain_scores_codex":[0.9993968,0.00006636915,0.0001694207,0.00008788778,0.0002148319,0.0000647525],"domain_scores_gemma":[0.9983418,0.0005585619,0.000399372,0.00004092043,0.000481219,0.0001781575],"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":[0.0001135504,0.00005798345,0.000250193,0.07103506,0.0002220167,0.000321846,0.0001161251,0.0001934817,0.0008300436,0.002428718,0.2401632,0.6842678],"study_design_scores_gemma":[0.00001789798,0.00003100721,0.0004110042,0.01156599,0.0001778813,0.001175621,0.00004749542,0.00002753849,0.00009594805,0.0008214202,0.9856123,0.00001602033],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001194119,0.9872754,0.0001573835,0.001302931,0.007102605,0.00003340831,0.0001842514,0.0000469428,0.003777493],"genre_scores_gemma":[0.0006116885,0.991161,0.0002127499,0.001036598,0.003854573,0.00002027984,0.000231397,0.00001301855,0.002858636],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04010334,"threshold_uncertainty_score":0.134159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.164132443195061,"score_gpt":0.4449294234154866,"score_spread":0.2807969802204256,"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."}}