{"id":"W3143638485","doi":"10.1115/1.4050754","title":"A MEMS-Based Drug Delivery Device With Integrated Microneedle Array—Design and Simulation","year":2021,"lang":"en","type":"article","venue":"Journal of Biomechanical Engineering","topic":"Advancements in Transdermal Drug Delivery","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Microelectromechanical systems; Drug delivery; Drug; Computer science; Materials science; Engineering; Nanotechnology; Medicine; Pharmacology","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":[0.0005521443,0.0001845976,0.0002851993,0.0001550847,0.000065562,0.00002244801,0.0001240452,0.0001446218,0.0001405739],"category_scores_gemma":[0.00008546492,0.0001588484,0.00006766173,0.0003238576,0.00003837589,0.0001831829,0.00002049876,0.0006880461,0.000004473836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001000907,"about_ca_system_score_gemma":0.0001451451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002080649,"about_ca_topic_score_gemma":0.000001437149,"domain_scores_codex":[0.998835,0.0001349081,0.0004160223,0.00016276,0.000180913,0.0002703619],"domain_scores_gemma":[0.9985938,0.000655019,0.0001587694,0.00008924744,0.0002947969,0.0002083811],"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":[0.0003413481,0.00009739647,0.00001834679,0.00004501165,0.0001402948,0.0001618117,0.00006285102,0.4747388,0.5206284,0.00001104815,0.00002483776,0.003729895],"study_design_scores_gemma":[0.001738116,0.0001587239,0.00001654815,0.0001116231,0.0001575185,0.0001098149,0.00007548534,0.4260061,0.562354,0.00002404429,0.009077171,0.0001709348],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3112832,0.001131079,0.6868365,0.0002392419,0.0003633293,0.0001019059,0.000008051145,0.00002765776,0.000009006887],"genre_scores_gemma":[0.9525633,0.0001468757,0.04663416,0.0004971257,0.0000950862,0.000003284061,0.000005720196,0.00002700152,0.00002738958],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6412801,"threshold_uncertainty_score":0.6477648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05491338001159837,"score_gpt":0.3541919908336693,"score_spread":0.2992786108220709,"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."}}