{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001701615,0.0001959507,0.0002628573,0.0002705972,0.001943214,0.00003403186,0.0006089183,0.00006584759,0.000700797],"category_scores_gemma":[0.000008575521,0.0001930216,0.0000835172,0.001185394,0.00055141,0.0001321888,0.0002000322,0.000341128,0.00001731501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006848819,"about_ca_system_score_gemma":0.0001315835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001188674,"about_ca_topic_score_gemma":0.00001326127,"domain_scores_codex":[0.998073,0.0002323233,0.0003083502,0.000606656,0.0002836811,0.0004959218],"domain_scores_gemma":[0.9986091,0.0008654654,0.0001373357,0.0001863925,0.00005101636,0.0001506652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006242413,0.002288165,0.009192613,0.0002503905,0.004238498,0.00002259492,0.01184111,0.555524,0.2915657,0.0466429,0.01446232,0.05772931],"study_design_scores_gemma":[0.005757789,0.001418857,0.0006833955,0.000006751619,0.003868834,0.00002554258,0.009006771,0.1674073,0.1413033,0.01275824,0.6556658,0.002097297],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.682147,0.003243914,0.3024299,0.001349354,0.0007378611,0.004974598,0.0005401471,0.0003114097,0.004265801],"genre_scores_gemma":[0.9843134,0.0001600861,0.009758908,0.002530791,0.0000673047,0.002923355,0.00005446697,0.00001446523,0.0001772379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6412035,"threshold_uncertainty_score":0.9993561,"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."}}