{"id":"W4365150542","doi":"10.21203/rs.3.rs-2790211/v1","title":"A new reservoir-based CPAP with low oxygen consumption. The Bag-CPAP","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Continuous positive airway pressure; Anesthesia; Fraction of inspired oxygen; Work of breathing; Oxygen; Intensive care; Positive end-expiratory pressure; Respiratory rate; Oxygen saturation; Mechanical ventilator; Airway; Mechanical ventilation; Intensive care medicine; Heart rate; Internal medicine; Blood pressure","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":[0.0006531416,0.0004064206,0.0006986214,0.0003143837,0.0001608645,0.0009000757,0.0007767144,0.0005247442,0.0008388462],"category_scores_gemma":[0.0008188324,0.000195466,0.0003964788,0.0002167097,0.0003004118,0.0008895713,0.0005462463,0.0007087664,0.0002100424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001665312,"about_ca_system_score_gemma":0.0004198772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002447895,"about_ca_topic_score_gemma":0.0002032806,"domain_scores_codex":[0.9992973,0.0001513385,0.00008188649,0.0001554265,0.0002680191,0.00004609134],"domain_scores_gemma":[0.9994967,0.0001480034,0.0001106007,0.00007083977,0.00007499688,0.000098907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01098389,0.00294892,0.0283163,0.002027878,0.0005771244,0.001004246,0.0001999751,0.002242488,0.7489448,0.0007429983,0.00218476,0.1998267],"study_design_scores_gemma":[0.004558431,0.0907367,0.2355924,0.0003228305,0.001860681,0.01824883,0.0004122384,0.06840689,0.5394418,0.00107012,0.03898678,0.0003622706],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9599125,0.005992096,0.03125462,0.0003579385,0.0003522308,0.000252841,0.0004920186,0.0002689744,0.001116702],"genre_scores_gemma":[0.9721937,0.0008300181,0.02506838,0.0005129445,0.0001498375,0.000201117,0.0003835184,0.00003541345,0.0006250702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009000757,"threshold_uncertainty_score":0.003454208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1546456463287501,"score_gpt":0.4160176297350985,"score_spread":0.2613719834063484,"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."}}