{"id":"W4211228512","doi":"10.1021/acsami.1c21200","title":"Adhesive, Antibacterial, Conductive, Anti-UV, Self-Healing, and Tough Collagen-Based Hydrogels from a Pyrogallol-Ag Self-Catalysis System","year":2022,"lang":"en","type":"article","venue":"ACS Applied Materials & Interfaces","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"Natural Science Foundation of Fujian Province; National Natural Science Foundation of China","keywords":"Self-healing hydrogels; Materials science; Biocompatibility; Adhesion; Silver nanoparticle; Adhesive; Polymer; Nanotechnology; Chemical engineering; Nanoparticle; Composite material; Polymer chemistry","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001087167,0.0006418201,0.001168899,0.0002285431,0.001038416,0.0005816644,0.001240096,0.0002473516,0.001921634],"category_scores_gemma":[0.00002149768,0.0006313587,0.00005207647,0.0005987072,0.0003558985,0.0002325803,0.0009335734,0.0001794736,0.0002871162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004776979,"about_ca_system_score_gemma":0.0002613448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00041907,"about_ca_topic_score_gemma":0.00001823088,"domain_scores_codex":[0.9951816,0.0003915507,0.001186164,0.00151177,0.0008477019,0.0008811927],"domain_scores_gemma":[0.9974123,0.000352968,0.0008456451,0.001020321,0.0001358806,0.0002328952],"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":[0.0002047588,0.0003520353,0.00006115952,0.0001989153,0.0001766355,0.00001386347,0.0008012899,0.00002461426,0.9958689,0.001118332,0.001143365,0.00003613505],"study_design_scores_gemma":[0.001222783,0.0002026787,0.00009257209,0.00004772587,0.0003113304,0.00002227689,0.0008031552,0.00001671074,0.9932176,0.0003028162,0.00310391,0.0006564363],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933123,0.0003113067,0.000125217,0.0003215219,0.001125244,0.001519804,0.00174433,0.001147455,0.0003927993],"genre_scores_gemma":[0.9835715,0.00006418456,0.01383919,0.0003466784,0.0002466685,0.001321586,0.0004545235,0.0001115577,0.0000440917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01371397,"threshold_uncertainty_score":0.9996138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007890217429276706,"score_gpt":0.2219987879953998,"score_spread":0.2141085705661231,"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."}}