{"id":"W4409952253","doi":"10.1007/978-981-96-3916-8_6","title":"Nanocellulose-Based Microneedles for Enhanced Topical Drug Delivery","year":2025,"lang":"en","type":"book-chapter","venue":"Series in bioengineering","topic":"Advancements in Transdermal Drug Delivery","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Nanocellulose; Drug delivery; Materials science; Nanotechnology; Drug; Medicine; Chemistry; Pharmacology; Cellulose; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002137046,0.0005759326,0.0005929259,0.0003391032,0.0001220948,0.0000182011,0.000425374,0.0007421515,0.0005904566],"category_scores_gemma":[0.00003371245,0.0006754266,0.0002333494,0.00006641524,0.0002369682,0.0001179686,0.0001050022,0.001060571,0.00002953541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003047597,"about_ca_system_score_gemma":0.0001609956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004883241,"about_ca_topic_score_gemma":0.00004342005,"domain_scores_codex":[0.9980279,0.00003121507,0.0006078309,0.0005580299,0.0001408196,0.0006341647],"domain_scores_gemma":[0.9989304,0.0004364006,0.0001136535,0.0003045021,0.0000949458,0.0001201172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.008578116,0.0007893412,0.0002793995,0.01573668,0.002911524,0.0006547185,0.002196773,0.1286907,0.3796749,0.2047842,0.02707865,0.228625],"study_design_scores_gemma":[0.001704897,0.00009459754,0.000005788163,0.0004854978,0.0001743326,0.000003085395,0.00003547172,0.002812786,0.2077159,0.001749583,0.7844175,0.0008006519],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03119675,0.04997189,0.1525325,0.004457087,0.03997035,0.01203808,0.005396501,0.002402397,0.7020345],"genre_scores_gemma":[0.1261298,0.005706665,0.02232483,0.002776666,0.001211919,0.0006339027,0.0008713332,0.0003487558,0.8399962],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7573388,"threshold_uncertainty_score":0.9995697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04246593972925061,"score_gpt":0.3424180817944186,"score_spread":0.299952142065168,"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."}}