{"id":"W3044698143","doi":"10.29390/cjrt-2020-019","title":"Helmet CPAP revisited in COVID-19 pneumonia: A case series","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Respiratory Therapy","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Aerosolization; Intubation; Pneumonia; Intensive care medicine; Coronavirus disease 2019 (COVID-19); Airway management; Respiratory failure; Surgery; Anesthesia; Disease; Internal medicine; Inhalation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004209381,0.0001003009,0.0002828221,0.0003528512,0.00009623905,0.0000384017,0.00005381124,0.00007736861,0.0005276452],"category_scores_gemma":[0.0003668833,0.00008693896,0.0001154638,0.0003695209,0.00004565994,0.0001985292,0.000002018703,0.000284967,0.000009913841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002240556,"about_ca_system_score_gemma":0.002151029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006007296,"about_ca_topic_score_gemma":0.006093016,"domain_scores_codex":[0.9990961,0.000130262,0.0003814958,0.0001023223,0.0001149411,0.0001749128],"domain_scores_gemma":[0.9983796,0.00003113631,0.0001715343,0.0000956672,0.000171806,0.001150194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003964291,0.00008895319,0.7384445,0.0002580618,0.0003777741,0.1485571,0.00755019,0.0005752561,0.02195732,0.0005699684,0.0168332,0.0608234],"study_design_scores_gemma":[0.005655419,0.001864537,0.01590331,0.0001063834,0.00003346557,0.01141909,0.0004343664,0.00008485671,0.000457509,0.00006131396,0.9638267,0.0001530047],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793008,0.006087027,0.0005651782,0.01322535,0.0001943218,0.0002624461,0.00001303642,0.00001363419,0.0003382127],"genre_scores_gemma":[0.9665364,0.00009279911,0.00003690863,0.03284792,0.0004338076,0.000002392731,0.00000143413,0.00001414347,0.00003422232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9469935,"threshold_uncertainty_score":0.5777345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05336933614406388,"score_gpt":0.3061501221302354,"score_spread":0.2527807859861715,"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."}}