{"id":"W2083797855","doi":"10.1115/1.2932346","title":"On Formation of Uniform Microspheres for Drug Delivery Using a Perforated Silicon Membrane: A Preliminary Study","year":2008,"lang":"en","type":"article","venue":"Journal of Medical Devices","topic":"Mesoporous Materials and Catalysis","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Saskatchewan","funders":"","keywords":"Membrane emulsification; Materials science; PLGA; Dispersity; Drug delivery; Microsphere; Membrane; Chemical engineering; Nanotechnology; Particle size; Silicon; Dosage form; Phase (matter); Biomedical engineering; Chromatography; Nanoparticle; Polymer chemistry; Chemistry; Organic chemistry; Optoelectronics","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":[0.002023359,0.0001266768,0.0004498741,0.00009285533,0.0001482687,0.00003610997,0.0003850345,0.00008195193,0.000546871],"category_scores_gemma":[0.000252306,0.00008565093,0.000114477,0.0001292967,0.00008530873,0.0004117475,0.00005216311,0.00009855018,0.000006274722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004496414,"about_ca_system_score_gemma":0.0002419993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001475873,"about_ca_topic_score_gemma":0.00005287094,"domain_scores_codex":[0.9976397,0.0001236467,0.0009061437,0.000119278,0.001020357,0.0001908995],"domain_scores_gemma":[0.9982776,0.0002227557,0.0008929809,0.0001241422,0.000336108,0.0001464303],"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":[0.003844043,0.002194747,0.001753688,0.001136563,0.0001471852,0.0002456054,0.008138118,0.001051716,0.9764558,0.00005153471,0.002136755,0.002844223],"study_design_scores_gemma":[0.003502741,0.002879181,0.002218377,0.0007408698,0.0003009437,0.0005588471,0.005512329,0.01049574,0.9732043,0.0001286175,0.0002197731,0.0002382474],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986559,0.0003371504,0.0002539428,0.0001382689,0.000335081,0.0002368112,0.00001304252,0.000008560884,0.00002123166],"genre_scores_gemma":[0.9990181,0.00007752648,0.0006135103,0.0001096696,0.0001469647,0.000004117631,0.000004205319,0.00001062373,0.00001526997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009444023,"threshold_uncertainty_score":0.5987853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02656088427947213,"score_gpt":0.282171527474595,"score_spread":0.2556106431951228,"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."}}