{"id":"W4225316759","doi":"10.1164/ajrccm-conference.2022.205.1_meetingabstracts.a3290","title":"In Vitro - In Silico Characterization of Lung Deposition for Nebulizers Used in Methacholine Challenge Testing","year":2022,"lang":"en","type":"article","venue":"","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta Hospital; Alberta Hospital Edmonton; University of Alberta","funders":"","keywords":"In silico; In vitro; Lung; Methacholine; Deposition (geology); Medicine; Computer science; Chemistry; Biology; Internal medicine; Respiratory disease; Biochemistry","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":[0.0005239712,0.0004305836,0.0003773354,0.0003389851,0.0003043489,0.0005364282,0.000421375,0.0007949224,0.002376817],"category_scores_gemma":[0.0004701286,0.0002973704,0.0005444797,0.0001740899,0.0002345228,0.0002439405,0.0002486057,0.0003341406,0.0008230582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003462762,"about_ca_system_score_gemma":0.0002547491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002088291,"about_ca_topic_score_gemma":0.002976964,"domain_scores_codex":[0.9995273,0.00005648055,0.00002670712,0.0001020126,0.0002380039,0.00004952003],"domain_scores_gemma":[0.9996635,0.0001316873,0.00005157341,0.00003743407,0.0000978236,0.00001802641],"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":[0.0001242469,0.00004960344,0.002259637,0.00009224685,0.00001732145,0.0001123985,0.00003601146,0.003938182,0.9914376,0.00004602682,0.00007358251,0.00181319],"study_design_scores_gemma":[0.00001100417,0.0004364743,0.009610416,0.00001178167,0.00003764609,0.0002240523,0.00006905566,0.02240587,0.9660627,0.000045014,0.001075502,0.00001047264],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9790516,0.0008523081,0.01486715,0.00006596011,0.00003064003,0.0001220118,0.001345364,0.0001422983,0.003522776],"genre_scores_gemma":[0.9897946,0.0004874587,0.005908861,0.00005247342,0.00000677715,0.00006025242,0.0007328095,0.00004674191,0.002910085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002376817,"threshold_uncertainty_score":0.00795126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03589923053543508,"score_gpt":0.2990706862128395,"score_spread":0.2631714556774044,"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."}}