{"id":"W7000746582","doi":"","title":"HELMET NON-INVASIVE VENTILATION IN ACUTE RESPIRATORY FAILURE: A SYSTEMATIC REVIEW, CASE SERIES AND PILOT FEASIBILITY TRIAL","year":2022,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Observational study; Randomized controlled trial; Nasal cannula; Intubation; Noninvasive ventilation; Acute respiratory failure; Respiratory failure; Intensive care","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02355182,0.001177934,0.006902168,0.00185764,0.0007241581,0.002465111,0.001276497,0.002977089,0.006655259],"category_scores_gemma":[0.05484675,0.0009127137,0.01112367,0.002948649,0.0007459223,0.002091052,0.001236834,0.001403707,0.0006489572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001723267,"about_ca_system_score_gemma":0.005733176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008097131,"about_ca_topic_score_gemma":0.00239561,"domain_scores_codex":[0.9864894,0.006384034,0.004680669,0.0008269413,0.001275741,0.0003432003],"domain_scores_gemma":[0.9692665,0.01966203,0.006567992,0.001506516,0.002459225,0.0005377487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.02379783,0.00136639,0.006826485,0.8034956,0.09677096,0.0008663131,0.0007268831,0.0004671408,0.001240609,0.001139259,0.005317349,0.05798518],"study_design_scores_gemma":[0.07180613,0.02326425,0.02315312,0.3230157,0.5111682,0.001801335,0.001161195,0.001195981,0.001845234,0.002525164,0.0387307,0.000332952],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.08269888,0.845714,0.004298214,0.003644554,0.002343984,0.05477402,0.003401625,0.00009798371,0.003026788],"genre_scores_gemma":[0.463901,0.4236125,0.0169209,0.007728215,0.00225825,0.08123051,0.002745918,0.00005064522,0.00155211],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02355182,"threshold_uncertainty_score":0.1245554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0258153933333818,"score_gpt":0.2670942278770079,"score_spread":0.2412788345436261,"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."}}