{"id":"W3040891994","doi":"10.1164/ajrccm-conference.2020.201.1_meetingabstracts.a1331","title":"Predicting Pharmacokinetics from Three Marketed Dry Powder Inhalers","year":2020,"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","funders":"","keywords":"Pharmacokinetics; Dry-powder inhaler; Computer science; Pharmacology; Medicine; Inhaler; Internal medicine; Asthma","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":[0.0010219,0.0005631437,0.0008632594,0.0004788438,0.000208182,0.001004045,0.0003327727,0.0008257499,0.001519089],"category_scores_gemma":[0.002777696,0.0002783665,0.001002497,0.0003697962,0.0002136542,0.0003508611,0.0001890552,0.0006647469,0.0006628326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006514533,"about_ca_system_score_gemma":0.0006565002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004787041,"about_ca_topic_score_gemma":0.002610494,"domain_scores_codex":[0.99961,0.00008922464,0.00002537873,0.0001135375,0.0001343475,0.00002760328],"domain_scores_gemma":[0.9990153,0.0006054998,0.0001386194,0.00007857259,0.0001117404,0.00005030133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.02062782,0.00213411,0.1827939,0.0008353743,0.0017629,0.0009258548,0.0002286552,0.2237996,0.3148253,0.0007291324,0.003435627,0.2479016],"study_design_scores_gemma":[0.0009077282,0.009511691,0.122442,0.00002928021,0.001098942,0.001215489,0.0001291231,0.72557,0.1351261,0.0005663944,0.003260402,0.0001428746],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850813,0.0009473039,0.01067378,0.0001193862,0.00003922016,0.0001455181,0.001696226,0.0004223108,0.0008749456],"genre_scores_gemma":[0.9889939,0.0005066249,0.008272191,0.00007374488,0.00001923178,0.00005737246,0.001162529,0.00005860673,0.0008558439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004787041,"threshold_uncertainty_score":0.009518325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03199088858376745,"score_gpt":0.2649348148462854,"score_spread":0.232943926262518,"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."}}