{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006484154,0.0005164078,0.002713154,0.0003717212,0.00009240178,0.00003493036,0.0003872125,0.0007171607,0.0004780898],"category_scores_gemma":[0.0003012677,0.0004154613,0.0009204345,0.0002056351,0.00004384427,0.0001181647,0.0001271881,0.0007746131,0.001081376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004033349,"about_ca_system_score_gemma":0.001855999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002887478,"about_ca_topic_score_gemma":0.000008101978,"domain_scores_codex":[0.9971015,0.0002129564,0.00105369,0.0007028748,0.0005106207,0.0004183309],"domain_scores_gemma":[0.997314,0.00003499893,0.0006319911,0.001567303,0.0001791337,0.0002725273],"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":[0.00001308342,0.00002765569,0.0000158212,0.07478003,0.00004420258,0.0003694598,0.00001177023,5.735129e-9,0.00001068609,0.00008157062,0.009205221,0.9154405],"study_design_scores_gemma":[0.0004054195,0.0001733281,0.00001010041,0.1277428,0.0008115517,0.0000232487,0.00001705384,1.869458e-8,0.00003510903,0.000005756731,0.8704566,0.0003189526],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00000297022,0.9913371,0.000006835319,0.00001343877,0.0005900569,0.00212936,0.00004504641,0.00006810144,0.005807121],"genre_scores_gemma":[0.000003999801,0.996775,0.00007867005,0.0006992929,0.0005741339,0.0002576276,0.0002424013,0.0001179261,0.001250967],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9151216,"threshold_uncertainty_score":0.9998297,"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."}}