{"id":"W7104289279","doi":"10.71781/4633","title":"Dissolving microneedles for drug delivery : design, validation, and application in inflammatory disease models","year":2025,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Advancements in Transdermal Drug Delivery","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Delivery system; Pharmaceutical technology; Biocompatible material","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001698802,0.0004563075,0.0005066697,0.000544678,0.0003061257,0.0007410601,0.0003634262,0.0007938502,0.0009492497],"category_scores_gemma":[0.00112751,0.0002367605,0.0006047085,0.0003347563,0.000391506,0.0004800466,0.0004103567,0.0006794209,0.0003836317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007505278,"about_ca_system_score_gemma":0.00133542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001711011,"about_ca_topic_score_gemma":0.003863607,"domain_scores_codex":[0.9991128,0.00014327,0.00008345732,0.0001426434,0.0004577699,0.00006014084],"domain_scores_gemma":[0.9994019,0.0001340281,0.0001317356,0.00005281274,0.0002308137,0.00004869553],"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":[0.0001192882,0.0001188511,0.000381458,0.0007706928,0.00003446493,0.00008125769,0.0001138315,0.0007530117,0.9482737,0.0007882894,0.0003091749,0.04825604],"study_design_scores_gemma":[0.00004392583,0.002257765,0.001720225,0.00009838418,0.00009794792,0.0002800983,0.00005530554,0.002376929,0.964259,0.0001934074,0.02858742,0.00002956743],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.637517,0.06225419,0.2804608,0.001777178,0.0006834052,0.003621701,0.001306873,0.001276414,0.01110239],"genre_scores_gemma":[0.6953678,0.05572233,0.227229,0.0006339336,0.0001037733,0.00150592,0.001155951,0.0001532168,0.01812818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001711011,"threshold_uncertainty_score":0.008984268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1046691141309155,"score_gpt":0.4322272154403692,"score_spread":0.3275581013094537,"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."}}