{"id":"W2341400011","doi":"10.1007/s40846-015-0075-y","title":"Experiments and Modeling of Air-Powered Needle-Free Liquid Injectors","year":2015,"lang":"en","type":"article","venue":"Journal of Medical and Biological Engineering","topic":"Advancements in Transdermal Drug Delivery","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Injector; Nozzle; Compressed air; Jet (fluid); Materials science; Mechanics; Supersonic speed; Mechanical engineering; Environmental science; Engineering; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0009496588,0.0001297242,0.0003138522,0.00007494759,0.00002622622,0.00000338667,0.0002379234,0.0003013765,0.00009035706],"category_scores_gemma":[0.0005554868,0.00008638178,0.00005050398,0.0000708083,0.000138662,0.00008039248,0.000149015,0.0006308053,6.133617e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002038165,"about_ca_system_score_gemma":0.00003878888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004033646,"about_ca_topic_score_gemma":1.844053e-7,"domain_scores_codex":[0.9988334,0.00007903,0.0004654751,0.0001074024,0.0003151996,0.000199564],"domain_scores_gemma":[0.9990897,0.0001831171,0.0001035778,0.00005723744,0.00008069316,0.00048569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.02041339,0.004595797,0.02597666,0.001370759,0.003882374,0.004028028,0.01209657,0.4497848,0.3450045,0.008880042,0.003073211,0.1208938],"study_design_scores_gemma":[0.0252279,0.009792555,0.001143353,0.0008732065,0.0003685737,0.002440067,0.003210938,0.855308,0.0550693,0.001352591,0.04390987,0.001303637],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827504,0.006219361,0.009619239,0.0006046828,0.0006244692,0.00005838602,0.000005643089,0.00001430945,0.0001035108],"genre_scores_gemma":[0.9960917,0.002346387,0.0009890762,0.0003511648,0.000206727,0.000001639776,0.000001084777,0.000006388658,0.000005828098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4055232,"threshold_uncertainty_score":0.3522547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1839178012321716,"score_gpt":0.4169039244012081,"score_spread":0.2329861231690365,"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."}}