{"id":"W2419221928","doi":"10.1177/002013240204701105","title":"Assessing Nebulizer Performance","year":2002,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Nebulizer; Medicine; Aerosolization; Drug delivery; Biomedical engineering; Inhalation; Anesthesia; Intensive care medicine; Nanotechnology","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":[0.005393513,0.0008322035,0.0009654647,0.00162517,0.0006842,0.001346341,0.0008052284,0.001506319,0.003364015],"category_scores_gemma":[0.01728891,0.0003746595,0.0006662332,0.000782085,0.0002828074,0.001291568,0.0007890948,0.0006552234,0.001805223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000423831,"about_ca_system_score_gemma":0.0005403993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001160614,"about_ca_topic_score_gemma":0.0007846073,"domain_scores_codex":[0.9949521,0.000841727,0.000501757,0.0005079054,0.002947887,0.0002486842],"domain_scores_gemma":[0.9922379,0.004193659,0.0005166456,0.0005237064,0.002325621,0.0002025008],"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":[0.003246594,0.0005396224,0.07778155,0.001864477,0.0004771755,0.0003858496,0.0008198537,0.006540079,0.6748952,0.0004267016,0.002494889,0.230528],"study_design_scores_gemma":[0.0001485557,0.007628343,0.1074115,0.0001436242,0.0006303979,0.001594106,0.0002714154,0.01991786,0.8471497,0.0003563709,0.01459584,0.0001523031],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9392443,0.01150675,0.03780117,0.0003752549,0.0002261361,0.0009117633,0.001690593,0.00130019,0.006943842],"genre_scores_gemma":[0.9578679,0.004613634,0.02929373,0.0002746501,0.00008691128,0.0003423117,0.002787695,0.0002652477,0.004468045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005393513,"threshold_uncertainty_score":0.02852398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06123972285423149,"score_gpt":0.3028765231352304,"score_spread":0.241636800280999,"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."}}