{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007160683,0.003260949,0.002395629,0.003729271,0.005391066,0.002419047,0.002805991,0.008068099,0.002488638],"category_scores_gemma":[0.004353285,0.001322997,0.00219722,0.003329754,0.002795989,0.004040115,0.003122087,0.007090296,0.001000842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002658388,"about_ca_system_score_gemma":0.002259091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003399214,"about_ca_topic_score_gemma":0.004568143,"domain_scores_codex":[0.9979779,0.0001688034,0.0003072048,0.0004582518,0.0004181397,0.0006697202],"domain_scores_gemma":[0.996646,0.0006436176,0.0009027955,0.0002063316,0.0002265537,0.001374645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.00001603029,0.00003686851,0.008056304,0.00004319942,0.00001321719,0.9903001,0.0001373796,0.00006936488,0.0001675519,0.00009605705,0.0002660007,0.0007979857],"study_design_scores_gemma":[0.000007318828,0.00003788843,0.003765192,0.00003855672,0.00001229331,0.9952521,0.0001862357,0.0001885007,0.0001097154,0.0001046144,0.0002883539,0.000009180761],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9428138,0.02207207,0.007679021,0.008135526,0.001826628,0.0006466932,0.0004722665,0.0004164946,0.0159376],"genre_scores_gemma":[0.9925677,0.002670838,0.001281835,0.001284788,0.001270721,0.00005847626,0.0001463396,0.00004271386,0.0006767015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008068099,"threshold_uncertainty_score":0.019288,"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."}}