{"id":"W3217663217","doi":"10.1183/13993003.congress-2021.pa3402","title":"Drug Delivery Performance and Fugitive Emission Comparison of Two Commercially Available Nebulizer Systems","year":2021,"lang":"en","type":"article","venue":"","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trudell Medical International (Canada)","funders":"","keywords":"Nebulizer; Salbutamol; Medicine; Aerosol; Inhalation; Chromatography; Anesthesia; Chemistry; Internal medicine","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":[0.001081459,0.0003664555,0.0003382144,0.0006230987,0.0002181528,0.0005461752,0.0005005365,0.0008526589,0.00127788],"category_scores_gemma":[0.001887425,0.0002329563,0.0004816511,0.0004005905,0.0001814276,0.0006532026,0.000395131,0.0004424675,0.0004702673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004120319,"about_ca_system_score_gemma":0.0002889209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000935315,"about_ca_topic_score_gemma":0.0008957991,"domain_scores_codex":[0.999111,0.0001619158,0.0001226887,0.0001463496,0.0003834526,0.00007470702],"domain_scores_gemma":[0.9991156,0.000361121,0.0001469906,0.00004908089,0.0002689187,0.00005818853],"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":[0.001448869,0.0002962587,0.001695412,0.0004117324,0.00007335071,0.00007290702,0.0001309315,0.0004468921,0.9724345,0.0001023374,0.0002677097,0.022619],"study_design_scores_gemma":[0.0001031386,0.005245922,0.01267428,0.00003441673,0.0001780744,0.0002286972,0.0001038032,0.00281162,0.974461,0.00002675811,0.004103285,0.00002901747],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985418,0.007552518,0.004660974,0.0001890279,0.0001135237,0.0001778808,0.0004650269,0.0001342843,0.001288852],"genre_scores_gemma":[0.9753034,0.006211489,0.01466923,0.0001818,0.00006836705,0.0002678317,0.0009704226,0.00005650509,0.002270955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00127788,"threshold_uncertainty_score":0.005719304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03006050079438332,"score_gpt":0.2944177487076926,"score_spread":0.2643572479133092,"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."}}