{"id":"W2024159944","doi":"10.1039/c4py01757a","title":"Enzymatically crosslinked alginate hydrogels with improved adhesion properties","year":2015,"lang":"en","type":"article","venue":"Polymer Chemistry","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":173,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Program for New Century Excellent Talents in University; Peking University; National Natural Science Foundation of China","keywords":"Self-healing hydrogels; Catechol; Adhesion; Polymer; Polymer chemistry; Chemistry; Conjugate; Phenol; Chemical engineering; Organic 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"],"consensus_categories":[],"category_scores_codex":[0.0001926239,0.0003297854,0.0002511595,0.00001960006,0.0001265833,0.00005610239,0.0004352796,0.0002579245,0.00004596411],"category_scores_gemma":[0.0001327926,0.0002555179,0.00008913643,0.0001143217,0.0003274517,0.00001230146,0.0001860642,0.0001586435,0.00006827624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004242332,"about_ca_system_score_gemma":0.0003465006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007032854,"about_ca_topic_score_gemma":0.000005040522,"domain_scores_codex":[0.9983134,0.00003781532,0.000333006,0.0005935777,0.000263514,0.0004586538],"domain_scores_gemma":[0.9984841,0.000007807134,0.000133845,0.0008625652,0.0001797691,0.0003318818],"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":[0.000193298,0.0001201265,0.0003033618,0.0000667379,0.00007844181,0.00000223685,0.0001104554,0.000007891687,0.9976082,0.000004724585,0.0003404976,0.001163994],"study_design_scores_gemma":[0.0007291263,0.0001071695,0.0000253333,0.00004033512,0.00004483006,0.00005625403,0.0001367012,0.0003324902,0.989032,0.00002009975,0.009070807,0.0004048787],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901292,0.00323973,0.00103015,0.0005878989,0.00003235907,0.0003072601,0.00001768526,0.00009856067,0.004557127],"genre_scores_gemma":[0.991681,0.0000219367,0.0007395268,0.0002521037,0.0002296248,0.0002898184,0.00008342403,0.00007833615,0.006624183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008730309,"threshold_uncertainty_score":0.9999897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01990446449937981,"score_gpt":0.2330891532182099,"score_spread":0.2131846887188301,"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."}}