{"id":"W4416305778","doi":"10.1002/adhm.202503260","title":"Phase Separation‐Induced Surface Protuberances in Hydrogel Particles for Enhanced Intestinal Retention","year":2025,"lang":"en","type":"article","venue":"Advanced Healthcare Materials","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"Basic and Applied Basic Research Foundation of Guangdong Province; Shenzhen Science and Technology Innovation Program; Natural Science Foundation of Jiangsu Province; National Natural Science Foundation of China","keywords":"Budding; Capsule; Dextran; Surface roughness; Bovine serum albumin; Tissue engineering; In vivo; Drug delivery; Chitosan","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007247754,0.0002575224,0.0005384043,0.0001131605,0.0002630789,0.0001026853,0.0002032854,0.00008974892,0.00007395278],"category_scores_gemma":[0.0003293617,0.0002514007,0.00005565017,0.0003118627,0.00006983337,0.0005871329,0.0000710524,0.00009002216,0.00006113167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000198725,"about_ca_system_score_gemma":0.0001629552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003663327,"about_ca_topic_score_gemma":0.0005781584,"domain_scores_codex":[0.9974932,0.0002075264,0.000941463,0.000598551,0.0001970248,0.0005622012],"domain_scores_gemma":[0.9986951,0.000296347,0.0003349445,0.0003176899,0.0002832113,0.00007274634],"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":[0.001023865,0.0001640487,0.00008989945,0.000281652,0.000009088948,0.000001674279,0.0003526089,0.0001435346,0.993811,0.001015371,0.00005394419,0.00305334],"study_design_scores_gemma":[0.002403104,0.0003420744,0.0002282488,0.0004296915,0.00001155494,0.000002244058,0.0004397837,0.0001026341,0.9918526,0.003599406,0.0003724748,0.0002162254],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902169,0.0004623569,0.002723107,0.00223356,0.002155618,0.001811325,0.000122004,0.0001924615,0.0000826784],"genre_scores_gemma":[0.9927284,0.00004339484,0.005511737,0.0003569433,0.00006166955,0.001023629,0.00003010657,0.00002159708,0.0002224825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002837115,"threshold_uncertainty_score":0.9999938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04902004351072196,"score_gpt":0.4167279252237427,"score_spread":0.3677078817130207,"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."}}