{"id":"W2126077865","doi":"10.1186/2045-9912-4-1","title":"Variability in uptake efficiency for pulsed versus constant concentration delivery of inhaled nitric oxide","year":2014,"lang":"en","type":"article","venue":"Medical Gas Research","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Nitric oxide; Inhalation; Tidal volume; Pulse (music); Ventilation (architecture); Chemistry; Volume (thermodynamics); Anesthesia; Breathing; Respiratory system; Analytical Chemistry (journal); Biomedical engineering; Internal medicine; Medicine; Environmental chemistry; Meteorology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.008678857,0.0001025779,0.000338634,0.0002588604,0.00007638751,0.00001032767,0.0001633538,0.0002365798,0.0005595544],"category_scores_gemma":[0.02256829,0.00008173395,0.00008661766,0.0007003559,0.0005824768,0.0000447616,0.00005405517,0.0005143448,0.00002602308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001962762,"about_ca_system_score_gemma":0.0008770141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004600166,"about_ca_topic_score_gemma":0.00001890271,"domain_scores_codex":[0.9963043,0.000784807,0.0006011834,0.0003151832,0.001534314,0.0004602108],"domain_scores_gemma":[0.994523,0.00393601,0.00006864169,0.0003119948,0.0008104289,0.0003498908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0328155,0.01160534,0.0383182,0.003982515,0.0003107746,0.0007669769,0.002306779,0.0002454298,0.3253594,0.02592726,0.007729029,0.5506328],"study_design_scores_gemma":[0.1182186,0.008593544,0.03206685,0.002353472,0.0002142504,0.0001437076,0.003580099,0.6383462,0.1465432,0.001741279,0.04699662,0.001202137],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862869,0.00008906683,0.002757754,0.0006710837,0.0001359258,0.0009208142,0.00000566647,0.00002207865,0.009110706],"genre_scores_gemma":[0.9992605,0.00004645707,0.0001981675,0.0001627677,0.0001227345,0.00005149059,0.0000229725,0.00001127529,0.0001235901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6381007,"threshold_uncertainty_score":0.985665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06853458264574702,"score_gpt":0.3830896434400128,"score_spread":0.3145550607942658,"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."}}