{"id":"W2462586286","doi":"10.1016/s1078-5337(02)00007-2","title":"","year":2002,"lang":"en","type":"review","venue":"Respiratory Care Clinics","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; ARDS; Ventilation (architecture); High-frequency ventilation; Expiration; Intensive care medicine; Respiratory failure; Limiting; Positive airway pressure; Cardiology; Internal medicine; Lung; Respiratory system; Mechanical ventilation","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005193665,0.001392296,0.001455353,0.002790809,0.00047124,0.001227143,0.000997457,0.001392243,0.026493],"category_scores_gemma":[0.001230132,0.0003578364,0.0004112968,0.003258512,0.000493213,0.001786108,0.001069332,0.001331414,0.02133354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005178462,"about_ca_system_score_gemma":0.001476383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001067705,"about_ca_topic_score_gemma":0.003731946,"domain_scores_codex":[0.9997672,0.00003385306,0.00003679828,0.00004932629,0.00008241611,0.00003033131],"domain_scores_gemma":[0.9996479,0.0001148291,0.00005755783,0.00002379621,0.0001062937,0.00004967533],"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":[0.00005658414,0.00004474193,0.0001254899,0.005842677,0.00002617424,0.0001690456,0.00003095205,0.00009649891,0.0009446321,0.0006975734,0.0599001,0.9320657],"study_design_scores_gemma":[0.00002436378,0.00006110125,0.0006795301,0.002580661,0.00009323592,0.001487723,0.00003177169,0.0000312856,0.0003359317,0.0003324504,0.994335,0.00000690394],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.000208939,0.9834657,0.000526707,0.0005562283,0.001820686,0.00002661511,0.00006188441,0.00005479399,0.01327849],"genre_scores_gemma":[0.00166999,0.9683769,0.001053313,0.001334992,0.001145308,0.00003691893,0.0002054898,0.000008996318,0.02616805],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.973507,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1824320522745677,"score_gpt":0.4340324616649106,"score_spread":0.2516004093903429,"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."}}