{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006996387,0.0001147189,0.0002718863,0.0002954723,0.00004870479,0.00000337217,0.00008271769,0.0001237284,0.0001607772],"category_scores_gemma":[0.00009184253,0.0001028501,0.0001274415,0.0004571862,0.00006997099,0.00009057801,0.0000376007,0.0001114302,0.00009208991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009568674,"about_ca_system_score_gemma":0.0004876054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004721289,"about_ca_topic_score_gemma":0.000003468414,"domain_scores_codex":[0.9984296,0.0001150113,0.0003953023,0.0001887931,0.0007056183,0.0001656839],"domain_scores_gemma":[0.9979508,0.00002283688,0.0001645552,0.0003590627,0.00142761,0.00007516826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008013591,0.0002477998,0.2094284,0.004598637,0.0003498725,0.0000609074,0.01005446,0.1922077,0.241171,0.0003270943,0.01098482,0.3297679],"study_design_scores_gemma":[0.01141401,0.001805942,0.3050302,0.001363955,0.001116959,0.00001698935,0.006311811,0.3629848,0.2809029,0.00006439289,0.02816723,0.000820839],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861759,0.0007251354,0.00002513478,0.00003117484,0.0001651641,0.0004137375,0.00001576746,0.00006672528,0.01238128],"genre_scores_gemma":[0.9990623,0.00002325324,0.00006319819,0.000240636,0.0001069458,0.00002381224,0.00002144212,0.00002362294,0.0004348173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3289471,"threshold_uncertainty_score":0.4194106,"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."}}