{"id":"W4293316030","doi":"10.1080/17425247.2022.2118711","title":"Advances in microneedles for non-transdermal applications","year":2022,"lang":"en","type":"review","venue":"Expert Opinion on Drug Delivery","topic":"Advancements in Transdermal Drug Delivery","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Transdermal; Transdermal patch; Nanotechnology; Computer science; Materials science; Medicine; Pharmacology","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":[0.0006584925,0.0005590125,0.0005826837,0.001372046,0.000173273,0.0007573164,0.0004589179,0.001163233,0.005289994],"category_scores_gemma":[0.0006124291,0.0001883794,0.0005405453,0.0009205601,0.0003517465,0.00113932,0.0004753169,0.00164853,0.002203916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005487501,"about_ca_system_score_gemma":0.0007998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008812035,"about_ca_topic_score_gemma":0.001470084,"domain_scores_codex":[0.9997056,0.00004098489,0.00002382795,0.00005132329,0.0001499745,0.00002825667],"domain_scores_gemma":[0.9996514,0.0001445024,0.0000464717,0.000008921502,0.0001261454,0.0000224176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006115621,0.00005451638,0.0001464763,0.01950947,0.00005948257,0.0003077472,0.0001021314,0.0005545844,0.01476597,0.01188413,0.04532837,0.9072259],"study_design_scores_gemma":[0.00001034387,0.00008426092,0.0003313553,0.001602334,0.00004339743,0.0007101354,0.00003454453,0.0001400988,0.002479268,0.002024642,0.9925261,0.00001350951],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004302318,0.9930463,0.0008571376,0.001420899,0.0006719296,0.00001363167,0.00005758711,0.0000228607,0.00347944],"genre_scores_gemma":[0.002553265,0.993592,0.0006633377,0.0008358862,0.0003399784,0.00001545072,0.0000716975,0.000004037801,0.00192445],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005289994,"threshold_uncertainty_score":0.0176968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1505006705484427,"score_gpt":0.4904952398757049,"score_spread":0.3399945693272622,"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."}}