{"id":"W3137413224","doi":"10.1016/j.jconrel.2021.03.019","title":"Recent advances in the design of microfluidic technologies for the manufacture of drug releasing particles","year":2021,"lang":"en","type":"review","venue":"Journal of Controlled Release","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":66,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microfluidics; Nanotechnology; Drug delivery; Microfluidic chip; Biochemical engineering; Computer science; Materials science; Engineering","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":[0.0017114,0.0002725774,0.001771104,0.0003185564,0.00004445001,0.00001989477,0.0005799312,0.0001968316,0.000005089085],"category_scores_gemma":[0.0009061484,0.0001324248,0.0004571155,0.0007389928,0.0001367233,0.0001060789,0.00002656205,0.0006657746,2.026314e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001047186,"about_ca_system_score_gemma":0.0002331327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.347723e-7,"about_ca_topic_score_gemma":9.193605e-8,"domain_scores_codex":[0.9974539,0.0002187237,0.001771093,0.0001068147,0.0002573306,0.0001921567],"domain_scores_gemma":[0.9962705,0.001591875,0.00131083,0.0003193228,0.0004967505,0.0000107729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001459058,0.00004429631,2.999106e-7,0.002179046,0.0002807654,0.00001104013,0.0001056796,0.0001062166,0.001004896,0.0005553243,0.004934564,0.9906319],"study_design_scores_gemma":[0.001634652,0.00008907838,3.834898e-7,0.006488949,0.0007253295,0.00008819561,0.0007749081,0.00009840033,0.01517338,0.0006224401,0.9741575,0.0001468471],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002019309,0.8645833,0.1337745,0.0002099751,0.0001829809,0.001174513,0.00001457448,0.00002145461,0.00001847612],"genre_scores_gemma":[0.002032625,0.9966877,0.001057261,0.00002157336,0.00006421345,0.0000923827,0.000005430639,0.000030721,0.00000813362],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9904851,"threshold_uncertainty_score":0.5400125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02639640194301869,"score_gpt":0.2965226836725509,"score_spread":0.2701262817295322,"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."}}