{"id":"W4386050341","doi":"10.1002/inmd.20230008","title":"Engineering multifunctional adhesive hydrogel patches for biomedical applications","year":2023,"lang":"en","type":"article","venue":"Interdisciplinary medicine","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Self-healing hydrogels; Transdermal; Adhesive; Nanotechnology; Materials science; Drug delivery; Tissue engineering; Transdermal patch; Biomedical engineering; Polymer chemistry; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0006051749,0.0002036507,0.0002643066,0.0004811699,0.0001320743,0.00001092372,0.0003576736,0.00014341,0.0002615859],"category_scores_gemma":[0.00035181,0.0001733236,0.00009208986,0.0007631824,0.0002075137,0.00006434876,0.0003234188,0.0003129765,0.0005022017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001220789,"about_ca_system_score_gemma":0.0000289697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002922445,"about_ca_topic_score_gemma":0.000001293342,"domain_scores_codex":[0.9982629,0.000009445713,0.0004084907,0.0003174469,0.0004830753,0.0005186651],"domain_scores_gemma":[0.9982685,0.001014517,0.00002663016,0.0003026622,0.00008095397,0.0003067618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001940975,0.0003137703,0.001037862,0.003492126,0.0009330584,0.0001858207,0.004869519,0.01664651,0.1875751,0.005318016,0.5550874,0.2243467],"study_design_scores_gemma":[0.001779514,0.000350649,0.005473542,0.0005601115,0.0000561028,0.00005118193,0.000937858,0.7843382,0.00267606,0.0078169,0.1954394,0.000520481],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2350017,0.001018218,0.7150277,0.02265125,0.006422923,0.003834765,0.0003186063,0.00820235,0.007522554],"genre_scores_gemma":[0.9921095,0.00006054377,0.002357307,0.00004921542,0.002205274,0.001675893,0.0004717715,0.00009983524,0.0009706593],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7676917,"threshold_uncertainty_score":0.706793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02971903728170456,"score_gpt":0.3322867582822909,"score_spread":0.3025677210005863,"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."}}