{"id":"W7104604395","doi":"10.17169/refubium-49430","title":"Glycosaminoglycans as Polyelectrolytes: Charge, Interactions, and Applications","year":2025,"lang":"en","type":"article","venue":"Refubium (Universitätsbibliothek der Freien Universität Berlin)","topic":"Proteoglycans and glycosaminoglycans research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research","keywords":"Polyelectrolyte; Sulfation; Glycosaminoglycan; Macromolecule; Protein–protein interaction; Immune system; Exploit","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001746195,0.0003568139,0.0002985455,0.002127166,0.0006748924,0.000136479,0.0007335019,0.0002598501,0.000309809],"category_scores_gemma":[0.00003307459,0.000408496,0.0001641981,0.002496427,0.0003373858,0.000191357,0.0005359881,0.0003744074,0.00009853412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000161065,"about_ca_system_score_gemma":0.0004743524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003784714,"about_ca_topic_score_gemma":0.0002979694,"domain_scores_codex":[0.9978516,0.0001114178,0.0002210885,0.0008950051,0.000275309,0.000645551],"domain_scores_gemma":[0.9985031,0.00005473855,0.0001126348,0.0007767432,0.0002613449,0.0002913849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002508527,0.0009228066,0.005455438,0.0003423006,0.002663288,0.0002189166,0.0005646666,0.00007935169,0.6524105,0.2171711,0.04031803,0.07734507],"study_design_scores_gemma":[0.00211625,0.0003710247,0.0007213769,0.00005732139,0.0002044151,0.0001001252,0.001346709,0.000336107,0.03225289,0.0008640204,0.9610451,0.0005846393],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5773239,0.009134128,0.1401006,0.006559034,0.0005344185,0.003052218,0.0003894347,0.0003392634,0.262567],"genre_scores_gemma":[0.8917233,0.002756288,0.001147595,0.00101363,0.0002504489,0.00004117393,0.0003597688,0.00005532775,0.1026524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9207271,"threshold_uncertainty_score":0.9998367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005162277107413209,"score_gpt":0.2617910741512532,"score_spread":0.25662879704384,"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."}}