{"id":"W4366399481","doi":"10.48550/arxiv.2304.07795","title":"Controllable switch of dissolution kinetics mechanism in drug microcapsules","year":2023,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Blood properties and coagulation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Azrieli Foundation","keywords":"Microparticle; Nanotechnology; Drug delivery; Particle (ecology); Pipette; Dissolution; Kinetics; Materials science; Microfluidics; Microscale chemistry; Vaterite; Nanoparticle; Chemistry; Chemical engineering; Physics; Composite material; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002121876,0.0002322721,0.0001768326,0.0001833036,0.0001322292,0.0002848143,0.000206269,0.000217042,0.0005668266],"category_scores_gemma":[0.0003325389,0.0001784786,0.0001713762,0.00009319436,0.0002970789,0.0003230131,0.0002091539,0.00031212,0.0002004545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003980296,"about_ca_system_score_gemma":0.0001880667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004041423,"about_ca_topic_score_gemma":0.0004280181,"domain_scores_codex":[0.9998403,0.00001449313,0.00001414111,0.00006328298,0.00004012091,0.0000276118],"domain_scores_gemma":[0.9998205,0.00007614317,0.00005314707,0.00001806738,0.00001584233,0.00001628791],"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":[0.00005464143,0.00001149813,0.0000915667,0.0000267303,0.000002909315,0.00003005908,0.00003235882,0.0001484362,0.9978186,0.000168795,0.00003301923,0.001581487],"study_design_scores_gemma":[0.000004593845,0.00004080584,0.0002513871,0.000001051553,0.000001971845,0.00001930182,0.000003044273,0.00141298,0.9978446,0.00001764536,0.000399802,0.000002773511],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847881,0.0007801998,0.01261911,0.0001030547,0.00003375499,0.00004445489,0.000223204,0.0002201805,0.001187947],"genre_scores_gemma":[0.9903375,0.0003539587,0.007823066,0.00003098856,0.000008619981,0.00004827642,0.00008253472,0.00003569232,0.001279363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005668266,"threshold_uncertainty_score":0.002887905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07505808416214226,"score_gpt":0.1905176373885713,"score_spread":0.115459553226429,"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."}}