{"id":"W3130883054","doi":"10.1016/j.curtheres.2021.100623","title":"Droplet Size and Distribution of Nebulized 3% Sodium Chloride, Albuterol, and Epoprostenol by Phase Doppler Particle Analyzer","year":2021,"lang":"en","type":"article","venue":"Current Therapeutic Research","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mallinckrodt Pharmaceuticals; Manitoba Beekeepers' Association; Sucampo Pharmaceuticals","keywords":"Nebulizer; Aerosolization; Aerosol; Geometric standard deviation; Particle size; Chemistry; Salbutamol; Anesthesia; Volumetric flow rate; Particle-size distribution; Sodium; Biomedical engineering; Chromatography; Inhalation; Medicine; Mechanics; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006884323,0.0001227574,0.000282965,0.00005036475,0.0001504745,0.00005355859,0.00005483572,0.00007457079,0.0002691456],"category_scores_gemma":[0.0001711388,0.00009724147,0.00005632494,0.0003827382,0.0003319698,0.00008897256,0.00008737414,0.0003286368,0.00001448971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004281165,"about_ca_system_score_gemma":0.000144807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009868617,"about_ca_topic_score_gemma":0.000001762558,"domain_scores_codex":[0.998238,0.0002434122,0.0003173215,0.0003236095,0.000538175,0.0003394676],"domain_scores_gemma":[0.9987007,0.0002303821,0.00005608621,0.0002836531,0.0005187464,0.0002103691],"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":[0.002233798,0.002062824,0.01903066,0.0006489604,0.0002937354,0.00009123002,0.0009517093,8.322008e-7,0.8496966,0.0007847992,0.007976674,0.1162282],"study_design_scores_gemma":[0.02432702,0.001225482,0.01789651,0.0003234804,0.000294893,0.0002477595,0.001251241,0.006789346,0.8016099,0.0003770224,0.1452088,0.0004485466],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857289,0.01139158,0.000192562,0.002019576,0.0001149969,0.000393561,0.00005887596,0.00001976461,0.00008020682],"genre_scores_gemma":[0.9971977,0.001738397,0.000009047878,0.0001406224,0.00008553005,0.00002857853,0.0001106645,0.00001418153,0.0006753114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1372321,"threshold_uncertainty_score":0.3965392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08936120001593828,"score_gpt":0.420168398636775,"score_spread":0.3308071986208367,"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."}}