{"id":"W2058694561","doi":"10.1089/jam.2007.0609","title":"Comparison of Two Approaches for Treating Cascade Impaction Mass Balance Measurements","year":2007,"lang":"en","type":"article","venue":"Journal of Aerosol Medicine","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trudell Medical International (Canada)","funders":"","keywords":"Reliability engineering; Cascade; Acceptance testing; Statistics; Computer science; Simulation; Mathematics; Process engineering; Engineering; Chromatography; Chemistry","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":[0.007345545,0.001493748,0.0008770808,0.003098573,0.0006180024,0.001869846,0.002739333,0.00168201,0.002518203],"category_scores_gemma":[0.01757517,0.0008360198,0.001013979,0.001783015,0.0008396379,0.001625475,0.001985058,0.001199182,0.0008262702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001085418,"about_ca_system_score_gemma":0.0009357482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004310865,"about_ca_topic_score_gemma":0.005598567,"domain_scores_codex":[0.9893323,0.001702947,0.0006617432,0.001459276,0.006378904,0.0004648343],"domain_scores_gemma":[0.9883083,0.003903751,0.001195754,0.001601973,0.004656909,0.0003333811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.006504232,0.00112974,0.07669195,0.0014288,0.0006910502,0.0002566854,0.000934821,0.02038836,0.3548925,0.00338786,0.003405992,0.530288],"study_design_scores_gemma":[0.0004636318,0.008636493,0.1590312,0.0002069917,0.001006595,0.001288609,0.0005943709,0.3161225,0.4956666,0.002715108,0.01355143,0.0007164498],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3486568,0.003525899,0.6323236,0.0003576748,0.0005043916,0.002120527,0.001020045,0.005159948,0.006331091],"genre_scores_gemma":[0.5660596,0.001047425,0.4273527,0.0002855476,0.0001108795,0.001076157,0.0009363149,0.0003129641,0.002818255],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007345545,"threshold_uncertainty_score":0.03884739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1665568839679816,"score_gpt":0.4038854249336862,"score_spread":0.2373285409657046,"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."}}