{"id":"W2617978869","doi":"10.4187/respcare.05443","title":"Development and Testing of a Bubble Bi-Level Positive Airway Pressure System","year":2017,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Engineers Without Borders Canada","funders":"","keywords":"Medicine; Bubble; Continuous positive airway pressure; Airway; Intensive care medicine; Internal medicine; Anesthesia; Mechanics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005365423,0.0002007067,0.0004425581,0.0001681197,0.0005860244,0.0000506615,0.000251135,0.0001617487,0.00001180231],"category_scores_gemma":[0.001044321,0.0001777023,0.00004777241,0.0001087503,0.0002042392,0.0001407424,0.0002889603,0.0003149442,0.00002399433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002380912,"about_ca_system_score_gemma":0.001497962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000964502,"about_ca_topic_score_gemma":0.00003931575,"domain_scores_codex":[0.9979753,0.00008512721,0.0004285162,0.000418003,0.0006763877,0.0004165993],"domain_scores_gemma":[0.9975137,0.0001462763,0.0002879438,0.0007672145,0.0008816969,0.0004031642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007730099,0.0001040993,0.1258132,0.02709737,0.0002513004,0.000839629,0.003755104,0.00000480989,0.1118358,0.0007724595,0.0002414451,0.7285118],"study_design_scores_gemma":[0.003071033,0.0008977162,0.3556162,0.003960369,0.0001085613,0.00006209518,0.002905818,0.00003139925,0.4038784,0.000002276982,0.2290962,0.0003699233],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9693996,0.01545629,0.00002771072,0.00007067307,0.000111141,0.001049582,0.0001064255,0.00007358669,0.01370495],"genre_scores_gemma":[0.9962432,0.000006990348,0.00295797,0.0002007481,0.0001323619,0.00006173357,0.000004621065,0.00004173056,0.0003506948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7281418,"threshold_uncertainty_score":0.7246488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.123061681620879,"score_gpt":0.3761730357545748,"score_spread":0.2531113541336957,"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."}}