{"id":"W7135075860","doi":"10.4187/respcare.20233950321","title":"Performance Evaluation of Four Models of Small Volume Nebulizer","year":2023,"lang":"en","type":"article","venue":"Respiratory Care","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; Mouthpiece; Aerosol; Jet (fluid); Ventilation (architecture); Breathing","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":[0.001206379,0.0007727226,0.0007635029,0.000729192,0.0003565674,0.0007595088,0.001315621,0.001270288,0.003039618],"category_scores_gemma":[0.002225449,0.0003625154,0.0007206801,0.0004054211,0.0002640414,0.000695475,0.0004648403,0.0003446964,0.0006723945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001240537,"about_ca_system_score_gemma":0.0005601971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003015514,"about_ca_topic_score_gemma":0.002298824,"domain_scores_codex":[0.9993622,0.00007949302,0.00005520201,0.0001435739,0.0003112274,0.00004845197],"domain_scores_gemma":[0.9989869,0.0004206176,0.000102127,0.0001032459,0.0003299457,0.00005702573],"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":[0.006242247,0.00131577,0.0195905,0.001773971,0.0003833624,0.0003211353,0.0003257534,0.2542475,0.5030108,0.0008742074,0.002777796,0.209137],"study_design_scores_gemma":[0.0002192957,0.006018239,0.01293018,0.0000489642,0.0002985942,0.0003847596,0.00007925407,0.6002054,0.3732008,0.0002311314,0.006284632,0.000098716],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9326842,0.002813188,0.05805847,0.0002309465,0.0001681608,0.0005127942,0.0008568839,0.00237108,0.002304314],"genre_scores_gemma":[0.9671072,0.0008632573,0.02838655,0.00004313167,0.00001780261,0.0002489543,0.0006854204,0.00008254083,0.002565203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003039618,"threshold_uncertainty_score":0.01016855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1094057534043634,"score_gpt":0.3108571999803042,"score_spread":0.2014514465759408,"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."}}