{"id":"W4317214025","doi":"10.1016/j.eurpolymj.2023.111836","title":"Multifunctional low temperature-cured PVA/PVP/citric acid-based hydrogel forming microarray patches: Physicochemical characteristics and hydrophilic drug interaction","year":2023,"lang":"en","type":"article","venue":"European Polymer Journal","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; Queen's University Belfast","keywords":"Swelling; Polymer; Vinyl alcohol; Chemical engineering; Materials science; Composite number; Polyethylene glycol; Self-healing hydrogels; Drug delivery; Acrylic acid; Citric acid; Diffusion; Polymer chemistry; Chemistry; Composite material; Organic chemistry; Nanotechnology; Monomer","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004283016,0.0003362777,0.00024725,0.0001902715,0.0004301762,0.0001671332,0.0003060542,0.0001093449,0.00004074341],"category_scores_gemma":[0.0001356807,0.000309557,0.0001954451,0.0002719053,0.0001499983,0.00002994042,0.000146984,0.0004968095,0.0001574687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004879454,"about_ca_system_score_gemma":0.000110116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006694429,"about_ca_topic_score_gemma":0.000001818758,"domain_scores_codex":[0.9980621,0.0002021478,0.0005175394,0.0005124668,0.0002603747,0.0004453362],"domain_scores_gemma":[0.9989309,0.0000349909,0.0002839195,0.0003819972,0.0001064907,0.000261722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000105674,0.0001114494,0.000490796,0.00002398026,0.00009129805,0.00002026244,0.0001797844,0.00001737687,0.9889651,0.0000019882,0.002359116,0.007633154],"study_design_scores_gemma":[0.0007539102,0.00007025021,0.001704801,0.00008075877,0.00005562296,0.0002552006,0.0001072519,0.001098169,0.9837972,0.000009958645,0.01168101,0.0003859003],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973899,0.0009774751,0.0002883502,0.0005097308,0.0003099804,0.0001614096,0.00005929697,0.00007135403,0.0002325377],"genre_scores_gemma":[0.9962448,0.0002077591,0.0001648778,0.000590639,0.001500888,0.00002236934,0.0003329201,0.0001106606,0.0008250277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009321894,"threshold_uncertainty_score":0.9999356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01080582878851042,"score_gpt":0.2248117442262473,"score_spread":0.2140059154377369,"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."}}