{"id":"W2024329807","doi":"10.1115/imece2013-65111","title":"An Experimental Setup for API Assessment of a Valved Holding Chamber Device","year":2013,"lang":"en","type":"article","venue":"","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"United States Pharmacopeia","keywords":"Computer science; Simulation; Flange; Propellant; Work (physics); Freon; Mechanical engineering; Engineering; Aerospace engineering; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001508243,0.001260134,0.0006296166,0.0009462986,0.001045025,0.0007192567,0.001872822,0.001586831,0.01329005],"category_scores_gemma":[0.001612115,0.0004810425,0.0006271244,0.0004036477,0.0006729509,0.0007378057,0.001251962,0.001024897,0.002219121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006019564,"about_ca_system_score_gemma":0.001321955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008100449,"about_ca_topic_score_gemma":0.0008754552,"domain_scores_codex":[0.997922,0.0001923115,0.0001806715,0.0005192863,0.0009348454,0.0002509572],"domain_scores_gemma":[0.9985808,0.0002938655,0.000141519,0.0003032548,0.0004987592,0.000181814],"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":[0.001114639,0.0008391785,0.004240131,0.00117699,0.00003718028,0.0004894159,0.0004098822,0.003475214,0.9396916,0.002246191,0.002911763,0.04336781],"study_design_scores_gemma":[0.0003089823,0.01162004,0.02523124,0.0002463345,0.0001958464,0.0006603477,0.0005520417,0.01776747,0.8950142,0.0009652528,0.04720039,0.0002378356],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.639079,0.001965166,0.313532,0.0008453777,0.001824798,0.0105206,0.01089318,0.004798089,0.01654181],"genre_scores_gemma":[0.8048609,0.0009989867,0.1738307,0.0004011152,0.0001332158,0.007159713,0.002736264,0.0001794489,0.009699728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01329005,"threshold_uncertainty_score":0.04445964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03893188313932649,"score_gpt":0.376432288646372,"score_spread":0.3375004055070455,"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."}}