{"id":"W4284958100","doi":"10.3390/app12146920","title":"Design and Analysis: Servo-Tube-Powered Liquid Jet Injector for Drug Delivery Applications","year":2022,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Advancements in Transdermal Drug Delivery","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Injector; Plunger; Acceleration; Actuator; Mechanical engineering; Materials science; Engineering; Electrical engineering; Physics","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":[0.0003383329,0.0005431388,0.0004242674,0.0002933507,0.0002983985,0.0005681718,0.0008428423,0.0005075342,0.004522698],"category_scores_gemma":[0.0003507028,0.0001881457,0.0003517892,0.0002152476,0.0002178541,0.0003756722,0.0002655182,0.0002648444,0.001641922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005803616,"about_ca_system_score_gemma":0.0009750062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001042728,"about_ca_topic_score_gemma":0.0009239241,"domain_scores_codex":[0.9996608,0.00002455443,0.00001507271,0.00005900783,0.0002177932,0.00002275265],"domain_scores_gemma":[0.9998375,0.00002343788,0.00003888456,0.0000115562,0.00007805388,0.00001052192],"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":[0.0003743116,0.0001460466,0.001872621,0.001216169,0.00004483435,0.0002923267,0.0001754295,0.03059456,0.7612673,0.005525385,0.003141939,0.195349],"study_design_scores_gemma":[0.000132117,0.002728608,0.006907452,0.00007343834,0.0001034836,0.000625516,0.00007538895,0.3766217,0.5371968,0.0007542645,0.07469788,0.00008343514],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06718098,0.0008132101,0.9128862,0.0002134323,0.00009952566,0.001158798,0.000348363,0.003740017,0.01355947],"genre_scores_gemma":[0.7196747,0.000800577,0.2555783,0.0001465297,0.00006599207,0.001202136,0.0005252861,0.0002637073,0.02174278],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004522698,"threshold_uncertainty_score":0.01512998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09578794073972999,"score_gpt":0.4008386686345387,"score_spread":0.3050507278948087,"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."}}