{"id":"W4225749803","doi":"10.5281/zenodo.5997475","title":"Bioinspired microneedle patches: Biomimetic designs, fabrication, and biomedical applications","year":2022,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Advancements in Transdermal Drug Delivery","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"European Commission","keywords":"Nanotechnology; Fabrication; Biomimetic materials; Biomimetics; Biomedical engineering; Materials science; Computer science; Engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006189616,0.0001357132,0.0001280804,0.0002401772,0.003928872,0.00009816118,0.0007091768,0.00007339248,0.01790441],"category_scores_gemma":[0.0001112852,0.000159369,0.00003526104,0.0006397354,0.0004310522,0.0001132405,0.0008773659,0.0004974439,0.001495417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001733692,"about_ca_system_score_gemma":0.000007592563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006773564,"about_ca_topic_score_gemma":5.630616e-8,"domain_scores_codex":[0.9980186,0.0007011965,0.0002760999,0.000411186,0.000249718,0.0003432623],"domain_scores_gemma":[0.999123,0.00007339619,0.0001008927,0.0002708994,0.0002052171,0.0002265743],"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":[0.0003042604,0.001451447,0.00007340584,0.0001594629,0.0002229963,0.00002444576,0.003419968,0.0004314454,0.2119042,0.003821703,0.1846402,0.5935465],"study_design_scores_gemma":[0.0008167318,0.0001854401,0.0001765591,0.000003122279,0.00004433451,0.00008927655,0.0006631794,0.0009103132,0.002049676,0.0002520417,0.9946389,0.0001704094],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2561285,0.008815226,0.6071609,0.01696174,0.002082648,0.01071849,0.009314618,0.006390515,0.08242743],"genre_scores_gemma":[0.9919872,0.0006024849,0.001238667,0.001287747,0.0001686916,0.000002997575,0.003179736,0.000731991,0.0008005407],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8099987,"threshold_uncertainty_score":0.9992821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1194026690315449,"score_gpt":0.3679791969641503,"score_spread":0.2485765279326055,"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."}}