{"id":"W4411863576","doi":"10.1016/j.jddst.2025.107231","title":"Controlled drug release from a polymer-free multi-walled carbon nanotube-based coating","year":2025,"lang":"en","type":"article","venue":"Journal of Drug Delivery Science and Technology","topic":"Nanoparticle-Based Drug Delivery","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University","funders":"Fonds de recherche du Québec – Nature et technologies; McGill University Health Centre; Natural Sciences and Engineering Research Council of Canada; McGill University","keywords":"Carbon nanotube; Coating; Materials science; Polymer; Nanotechnology; Drug; Nanotube; Chemical engineering; Composite material; Medicine; Pharmacology","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":[0.002641191,0.0002950647,0.0008221134,0.001603087,0.0004762599,0.0001929072,0.001654106,0.0001509128,0.00003780537],"category_scores_gemma":[0.002790943,0.0002408837,0.0001256226,0.00201444,0.001621125,0.0005776834,0.0004684124,0.0004489043,0.00001277298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002588683,"about_ca_system_score_gemma":0.002011693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005335769,"about_ca_topic_score_gemma":0.0001818831,"domain_scores_codex":[0.9965714,0.0001756024,0.00106218,0.0005768729,0.0008953432,0.0007186555],"domain_scores_gemma":[0.9962167,0.0007405618,0.0007978027,0.0007246449,0.001288861,0.0002314938],"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":[0.0005893938,0.0002269721,0.00347098,0.00001369659,0.00002545171,0.000130491,0.0001550747,0.00008177968,0.992028,0.0002454354,0.0003469499,0.002685794],"study_design_scores_gemma":[0.01181219,0.0001452949,0.0001829904,0.0002223808,0.0001495242,0.00002484609,0.001153513,0.01584119,0.9690979,0.001004306,0.0001127983,0.0002531166],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868637,0.00469631,0.0002085844,0.006776104,0.0008811662,0.0003216265,0.00001659573,0.0001252908,0.000110583],"genre_scores_gemma":[0.9953371,0.00007192459,0.003659607,0.0007061816,0.00005684165,0.00001537722,5.171919e-7,0.00001418439,0.000138218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02293013,"threshold_uncertainty_score":0.9822953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006294074249174589,"score_gpt":0.2249975808588334,"score_spread":0.2187035066096588,"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."}}