{"id":"W3188724830","doi":"10.1021/acs.chemmater.1c01866","title":"Polymer-Based Microneedles for Decentralized Diagnostics and Monitoring: Concepts, Potentials, and Challenges","year":2021,"lang":"en","type":"article","venue":"Chemistry of Materials","topic":"Advancements in Transdermal Drug Delivery","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Fonds de Recherche du Québec - Santé; Natural Sciences and Engineering Research Council of Canada","keywords":"Nanotechnology; Materials science; Biochemical engineering; Computer science; Risk analysis (engineering); Medicine; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001617453,0.0004649772,0.0004562924,0.0007011296,0.0005093276,0.001772357,0.0006319977,0.001385374,0.001839761],"category_scores_gemma":[0.000995994,0.0002830917,0.0003017327,0.000460713,0.001509189,0.002840703,0.001016986,0.002248385,0.0007775264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008931375,"about_ca_system_score_gemma":0.0008188175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005530922,"about_ca_topic_score_gemma":0.001451705,"domain_scores_codex":[0.9995326,0.0001191281,0.00002822019,0.00006938272,0.0002048845,0.0000458225],"domain_scores_gemma":[0.9993895,0.0003798012,0.00005684929,0.0000300086,0.0001102154,0.00003364094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001134168,0.0001158156,0.000629817,0.007787931,0.00004151868,0.0007651861,0.0007407077,0.002193323,0.213978,0.2250209,0.01379903,0.5348144],"study_design_scores_gemma":[0.00001252673,0.0004582062,0.0006148068,0.001203455,0.00003379361,0.002049668,0.0005757161,0.00282208,0.1036823,0.03755441,0.8509175,0.00007556518],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008798805,0.902106,0.05478916,0.01446165,0.001164385,0.0000759566,0.00006457791,0.000134736,0.01840467],"genre_scores_gemma":[0.07210967,0.8724843,0.04138222,0.003625369,0.001064182,0.000151744,0.00006492271,0.00005627505,0.009061237],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001839761,"threshold_uncertainty_score":0.008553982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1302176818716787,"score_gpt":0.4179605821410524,"score_spread":0.2877429002693737,"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."}}