{"id":"W4415418748","doi":"10.1002/pgr2.70040","title":"The Glycocalyx: Barriers and Opportunities at Cell–Cell Encounters","year":2025,"lang":"en","type":"article","venue":"Proteoglycan Research","topic":"Erythrocyte Function and Pathophysiology","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; SickKids Foundation","funders":"Canadian Institutes of Health Research","keywords":"Glycocalyx; Immune system; Context (archaeology); Evasion (ethics); Immune surveillance; Cell","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001073647,0.0001203456,0.0001821479,0.0002045288,0.0008036392,0.00005220263,0.0001506026,0.0001087991,0.0004071166],"category_scores_gemma":[0.0002256684,0.00008023176,0.00005465937,0.0002168833,0.0008487119,0.0000377474,0.0002542681,0.000551037,0.00008487742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001519593,"about_ca_system_score_gemma":0.0005614551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000142554,"about_ca_topic_score_gemma":0.0000624639,"domain_scores_codex":[0.9983287,0.0003051683,0.0001900622,0.0003012871,0.0003862264,0.0004885253],"domain_scores_gemma":[0.9986427,0.0004283225,0.00003044895,0.0003919275,0.0002318309,0.0002747872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01250184,0.0002973232,0.0236925,0.003094537,0.0002645126,0.0005162777,0.003251988,0.000006127501,0.3473065,0.0100437,0.5369931,0.06203152],"study_design_scores_gemma":[0.002071788,0.0009697903,0.002135637,0.0001141605,0.00002961132,0.0000296681,0.006637677,0.0003673318,0.04662529,0.001032202,0.9398289,0.0001579073],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7812665,0.003525512,0.00007184775,0.02063459,0.0003786889,0.001637418,0.00001088095,0.00007377545,0.1924009],"genre_scores_gemma":[0.7977172,0.002545314,0.00007705547,0.00143023,0.0001003768,0.0002204171,0.000009963945,0.00001708112,0.1978824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4028358,"threshold_uncertainty_score":0.6181024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06639494619944634,"score_gpt":0.3534321696406487,"score_spread":0.2870372234412024,"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."}}