{"id":"W4410268795","doi":"10.1164/ajrccm.2025.211.abstracts.a1490","title":"Aerosol Delivery Differences and Cost Analysis of Wasted Medication Under Clinically Relevant Test Methods Using a Valved Holding Chamber With Facemask and Fluticasone Propionate","year":2025,"lang":"en","type":"article","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Safe Handling of Antineoplastic Drugs","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trudell Medical International (Canada)","funders":"","keywords":"Medicine; Fluticasone propionate; Fluticasone; Aerosol; Propionate; Laryngoscopes; Anesthesia; Inhalation; Intubation; Laryngoscopy","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":[0.00148485,0.00037394,0.0003964308,0.0008972265,0.0002695637,0.0006661869,0.0006063634,0.0004860411,0.001299643],"category_scores_gemma":[0.002383095,0.0001307038,0.0006342454,0.0007931613,0.0002589286,0.0005380451,0.0003751134,0.000245421,0.0002466671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001205556,"about_ca_system_score_gemma":0.0003676535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002403837,"about_ca_topic_score_gemma":0.001769856,"domain_scores_codex":[0.9982789,0.0004570529,0.0001480171,0.0001759012,0.0008262862,0.0001139001],"domain_scores_gemma":[0.9975283,0.001167822,0.0004344613,0.0002029169,0.0006060243,0.00006057565],"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":[0.01657956,0.002204578,0.2081268,0.001301696,0.0006663091,0.00114673,0.0003121899,0.05768303,0.5510743,0.0009494171,0.001205129,0.1587501],"study_design_scores_gemma":[0.0002237746,0.02341076,0.2954313,0.00005866567,0.0005587546,0.001197748,0.000579419,0.1130187,0.5625555,0.0004386878,0.00242922,0.00009755132],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967283,0.0003836073,0.001893174,0.00002713751,0.000008703484,0.00006540644,0.0003612851,0.00001661568,0.0005157967],"genre_scores_gemma":[0.9947498,0.0001771911,0.004076729,0.00001909593,0.000006898882,0.00006946684,0.000432337,0.00001188234,0.0004566526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002403837,"threshold_uncertainty_score":0.008746922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07683759178723631,"score_gpt":0.4713147013226194,"score_spread":0.3944771095353831,"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."}}