{"id":"W1984857474","doi":"10.1016/s0168-3659(03)00128-7","title":"Modeling and analysis of dispersed-drug release into a finite medium from sphere ensembles with a boundary layer","year":2003,"lang":"en","type":"article","venue":"Journal of Controlled Release","topic":"Drug Solubulity and Delivery Systems","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":47,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"SPHERES; Boundary layer; Solubility; Materials science; Kinetics; Coating; Population; Boundary (topology); Chemistry; Thermodynamics; Mechanics; Chromatography; Chemical engineering; Nanotechnology; Physics; Mathematics; Classical mechanics; Engineering; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004032912,0.0004880692,0.0006397268,0.0003481035,0.0004990989,0.0006836717,0.0008429824,0.001296419,0.0006912018],"category_scores_gemma":[0.001326471,0.0003899377,0.0006767758,0.0002155228,0.0008315508,0.0008012532,0.00048388,0.0006128729,0.0001297361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009653585,"about_ca_system_score_gemma":0.0007222273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01042372,"about_ca_topic_score_gemma":0.003589246,"domain_scores_codex":[0.9998506,0.00003799632,0.00000837325,0.00002401594,0.00004768944,0.00003133353],"domain_scores_gemma":[0.9993683,0.0003839345,0.00007060447,0.000036546,0.00008657301,0.00005400253],"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":[0.00002787121,0.00002753004,0.0003277481,0.00001743082,0.000009877448,0.00006577518,0.00001828799,0.9887747,0.006916336,0.002983612,0.00005533847,0.0007755198],"study_design_scores_gemma":[0.000001695674,0.000004048001,0.00005526704,6.037999e-7,0.000001181717,0.000003128127,0.000001669875,0.999176,0.000618603,0.0001132437,0.00002305308,0.000001510444],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7877783,0.0003688441,0.2025589,0.0003534319,0.00006971086,0.00007303141,0.0001388148,0.0002256444,0.008433257],"genre_scores_gemma":[0.9883493,0.000109289,0.009123839,0.00002649664,0.00001194274,0.00004763395,0.00006917849,0.00004967391,0.002212653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01042372,"threshold_uncertainty_score":0.02072608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03730917849562741,"score_gpt":0.3402297061057415,"score_spread":0.3029205276101141,"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."}}