{"id":"W4416052151","doi":"10.1080/09205063.2025.2581632","title":"A biocompatible Ag NP/SA.GL hydrogel for enhanced delivery and sustained release of doxorubicin in cancer treatment","year":2025,"lang":"en","type":"article","venue":"Journal of Biomaterials Science Polymer Edition","topic":"Gold and Silver Nanoparticles Synthesis and Applications","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Materials and Energy Research Center","keywords":"Drug delivery; Doxorubicin; Self-healing hydrogels; Nanoparticle; Fourier transform infrared spectroscopy; Transmission electron microscopy; Gelatin; Spectroscopy","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":[0.0006881892,0.000106646,0.000303316,0.0003345826,0.0001376962,0.00007892414,0.0001727441,0.00003838326,0.00004952149],"category_scores_gemma":[0.00005155581,0.00007844397,0.00005636627,0.0004086356,0.0002881029,0.0003614147,0.00002993749,0.00001210526,0.000001078268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001216892,"about_ca_system_score_gemma":0.0003485041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003339254,"about_ca_topic_score_gemma":0.00003116614,"domain_scores_codex":[0.9987454,0.0000374915,0.0005889075,0.0001941735,0.0001981862,0.0002358554],"domain_scores_gemma":[0.999091,0.0000961249,0.0004162699,0.0001230849,0.0001959456,0.00007756629],"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":[0.0001557562,0.0001985286,0.0001567242,0.00003640068,0.000005325403,8.174408e-7,0.0002308766,0.00001508751,0.9964387,0.0005170702,0.00006589125,0.002178828],"study_design_scores_gemma":[0.0008614784,0.0002309919,0.001021704,0.0001763402,0.00003731909,0.000003243042,0.000265433,0.0001221414,0.9965217,0.000637982,0.00004616825,0.00007555108],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975867,0.0006479783,0.0002480176,0.0006503579,0.0005175956,0.0002476367,0.00007177232,0.00000724237,0.00002274209],"genre_scores_gemma":[0.9991172,0.0001985055,0.0004313434,0.00005469516,0.0001150762,0.000054289,0.000001496754,0.000004088581,0.00002333056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002103277,"threshold_uncertainty_score":0.3198852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01405281350676025,"score_gpt":0.294260750128031,"score_spread":0.2802079366212708,"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."}}