{"id":"W154954458","doi":"10.1016/b0-12-370879-6/00428-2","title":"VENTILATION, MECHANICAL | Noninvasive Ventilation","year":2006,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; COPD; Intensive care medicine; Mechanical ventilation; Intubation; Intensive care unit; Pneumonia; Noninvasive ventilation; Ventilation (architecture); Anesthesia; 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":[0.0002177887,0.001125469,0.0008288441,0.001077347,0.0004952255,0.002028841,0.000686213,0.001302322,0.128426],"category_scores_gemma":[0.0004340798,0.0003376987,0.0003198128,0.001118469,0.0005447636,0.002353502,0.00120105,0.002602061,0.07742707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004513341,"about_ca_system_score_gemma":0.0005233897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008684187,"about_ca_topic_score_gemma":0.002808925,"domain_scores_codex":[0.9998661,0.00001382282,0.000007125376,0.00002771364,0.00007422759,0.00001096206],"domain_scores_gemma":[0.9999033,0.00004227538,0.000006297947,0.00001095879,0.00002207306,0.00001505341],"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":[0.00002808062,0.00006413927,0.00006390086,0.000537707,0.000006194815,0.000157155,0.0001291018,0.0003216384,0.002442672,0.03507661,0.2887673,0.6724054],"study_design_scores_gemma":[0.000004501031,0.00001641918,0.0001630501,0.0002136871,0.000003201787,0.0003459786,0.00003045374,0.0001253083,0.0002157778,0.008645334,0.9902317,0.000004707364],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005619279,0.08165398,0.005710604,0.002025697,0.004053913,0.00004015207,0.0002510587,0.0003048839,0.9053978],"genre_scores_gemma":[0.001822665,0.0276033,0.00262996,0.000757382,0.001098186,0.000049309,0.000138849,0.000137816,0.9657625],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.128426,"threshold_uncertainty_score":0.4296276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01900071641698581,"score_gpt":0.2533166680937379,"score_spread":0.2343159516767521,"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."}}