{"id":"W2898529963","doi":"10.1002/smll.201803186","title":"Advances in the Design of Transdermal Microneedles for Diagnostic and Monitoring Applications","year":2018,"lang":"en","type":"review","venue":"Small","topic":"Advancements in Transdermal Drug Delivery","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Fonds de Recherche du Québec - Santé","keywords":"Transdermal; Nanotechnology; Materials science; Medical physics; Intensive care medicine; Systems engineering; Medicine; Engineering; 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":[0.000655597,0.0002914709,0.0006477368,0.0001113487,0.0001335023,0.000008868842,0.0004693401,0.0003114261,0.00001684353],"category_scores_gemma":[0.00007232167,0.0002193521,0.0001399946,0.0001697732,0.0003290165,0.00007301947,0.00002712018,0.0004773209,0.000008382971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003071285,"about_ca_system_score_gemma":0.00007643406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001685787,"about_ca_topic_score_gemma":0.000004653783,"domain_scores_codex":[0.9982814,0.0004761011,0.0005332706,0.0003192876,0.0000733895,0.0003165032],"domain_scores_gemma":[0.9936576,0.005838536,0.0002128015,0.0001942037,0.00004810572,0.00004871045],"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":[0.00003518929,0.0001514634,0.00004799271,0.01116961,0.00008491972,0.000003767307,0.0004379533,0.0001461484,0.00001296217,0.0001947473,0.0000413926,0.9876739],"study_design_scores_gemma":[0.0004376703,0.00008227897,0.000005940271,0.001226071,0.0008595465,0.00001465874,0.00008849509,0.00002959543,0.0001072504,0.0003152028,0.9966209,0.0002123907],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001388013,0.9526299,0.04326104,0.00002021877,0.000317041,0.003399657,0.0001902268,0.00001545254,0.0001526069],"genre_scores_gemma":[0.0002236683,0.9930214,0.003401488,0.00005473119,0.0003452632,0.002852326,0.00003644047,0.00003393924,0.00003069086],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9965795,"threshold_uncertainty_score":0.8944918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.291573280830315,"score_gpt":0.5014377175294957,"score_spread":0.2098644366991807,"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."}}