{"id":"W4412424152","doi":"10.1016/j.carbpol.2025.124038","title":"Bioinspired pullulan-tannic acid hydrogels with high toughness, stretchability, adhesion and self-healing properties","year":2025,"lang":"en","type":"article","venue":"Carbohydrate Polymers","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"National Key Research and Development Program of China; Natural Science Foundation of Hunan Province; National Natural Science Foundation of China","keywords":"Pullulan; Tannic acid; Self-healing hydrogels; Toughness; Self-healing; Adhesion; Platelet adhesion; Materials science; Composite material; Polymer chemistry; Chemistry; Polymer science; Chemical engineering; Polysaccharide; Biochemistry; Organic chemistry; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001455697,0.0004583985,0.0001837444,0.0002101138,0.0001126194,0.0001955497,0.0001402441,0.0003200034,0.0007942058],"category_scores_gemma":[0.000160287,0.00017051,0.0002406853,0.0001822661,0.0001217025,0.0002733558,0.0001899755,0.0004064011,0.0002136968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001710072,"about_ca_system_score_gemma":0.0001134831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001788396,"about_ca_topic_score_gemma":0.00072676,"domain_scores_codex":[0.9999267,0.000007552647,0.000007100998,0.00001485,0.00002102009,0.00002275104],"domain_scores_gemma":[0.9998059,0.00002712796,0.00006575722,0.00001377973,0.00002505313,0.00006238231],"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":[0.00001684404,0.000007514157,0.00002801046,0.00001446695,0.000002711272,0.00001725355,0.000004599489,0.00004286003,0.9993581,0.00002426777,0.00001005888,0.000473383],"study_design_scores_gemma":[0.000005220057,0.00007344704,0.0008395914,0.000002022551,0.00000729886,0.00006638836,0.000003675102,0.0002790644,0.9983865,0.00001053663,0.0003231984,0.000003083907],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928682,0.001106707,0.004755731,0.00006284123,0.00004072476,0.00002358763,0.0001494146,0.00007590734,0.0009168077],"genre_scores_gemma":[0.9927036,0.000539138,0.004453993,0.00006849643,0.00001349925,0.00002270968,0.0001459283,0.00002992273,0.002022767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007942058,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01093021946760733,"score_gpt":0.2205293796459526,"score_spread":0.2095991601783453,"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."}}