{"id":"W4401022001","doi":"10.21203/rs.3.rs-4657047/v1","title":"Transdermal Microneedle Patch for Antioxidants Release","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Advancements in Transdermal Drug Delivery","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"MacEwan University","funders":"","keywords":"Transdermal; Transdermal patch; Materials science; Polydimethylsiloxane; Drug delivery; Nanotechnology; Carbon nanotube; Biomedical engineering; Pharmacology; Medicine","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":[0.0001446694,0.0002755062,0.0002988022,0.0002481414,0.0001428256,0.0003717887,0.0001978862,0.0005223791,0.00450838],"category_scores_gemma":[0.0001874364,0.0001070665,0.000239841,0.000166635,0.000165319,0.0005932647,0.0002892841,0.0004379164,0.001666815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002046079,"about_ca_system_score_gemma":0.0001062496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002002688,"about_ca_topic_score_gemma":0.0002164532,"domain_scores_codex":[0.9998618,0.00001099177,0.000005715921,0.00004659225,0.00006091798,0.00001396514],"domain_scores_gemma":[0.9999197,0.00002499758,0.00001156653,0.00001624828,0.00002020215,0.000007436807],"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":[0.00005980922,0.00002351258,0.00003488142,0.0001219706,0.000005617257,0.00007091516,0.00002182803,0.0001027279,0.9766258,0.0008639416,0.0005206874,0.02154843],"study_design_scores_gemma":[0.00001200108,0.000192173,0.0004837015,0.00001342907,0.00001960853,0.0003714298,0.00001733854,0.002619852,0.9827548,0.0004364294,0.01307257,0.000006776836],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6020415,0.04098072,0.3089119,0.001735171,0.001627442,0.0003061413,0.001001739,0.002073095,0.04132218],"genre_scores_gemma":[0.8553078,0.01065147,0.07052684,0.0003899838,0.0002305572,0.00008956667,0.0003812566,0.0002960896,0.06212644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00450838,"threshold_uncertainty_score":0.015082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2752531507938717,"score_gpt":0.5639319375327217,"score_spread":0.28867878673885,"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."}}