{"id":"W4410556093","doi":"10.1016/j.ijbiomac.2025.144505","title":"A review of food hydrocolloids on cardiovascular health: Alginate, astragalus polysaccharides, carrageenan, fucoidan, lunasin, and psyllium","year":2025,"lang":"en","type":"review","venue":"International Journal of Biological Macromolecules","topic":"Seaweed-derived Bioactive Compounds","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"National Institutes of Health; Grantová Agentura České Republiky; European Regional Development Fund; Mercer University; American Heart Association","keywords":"Fucoidan; Carrageenan; Polysaccharide; Psyllium; Food science; Chemistry; Traditional medicine; Functional food; Dietary fiber; Biochemistry; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001018401,0.000553026,0.00260595,0.000157439,0.00008875503,0.0000749813,0.001352945,0.0003469294,0.00006976569],"category_scores_gemma":[0.0006328555,0.0002120557,0.001952644,0.000474864,0.0002340978,0.00007769556,0.0003363081,0.0006493939,0.000004124719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002189743,"about_ca_system_score_gemma":0.0001892922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005553868,"about_ca_topic_score_gemma":0.00000693614,"domain_scores_codex":[0.9959853,0.0007804087,0.001572356,0.0005539231,0.000750027,0.0003579304],"domain_scores_gemma":[0.9965948,0.0007692201,0.001579884,0.0001479955,0.0006938577,0.0002142278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004873055,0.0001758195,0.00001056058,0.004949188,0.001563243,0.00008064437,0.000005146027,3.191951e-7,0.000720193,0.00021244,0.0006113916,0.9916223],"study_design_scores_gemma":[0.0002941383,0.002523094,0.0002929307,0.09584756,0.0003880158,0.0008108862,0.00002801508,3.577834e-7,0.000305168,0.0003850257,0.8986889,0.0004358987],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001179774,0.995747,0.0000267716,0.0009688167,0.0005937495,0.0006765224,0.0005212723,0.00002149639,0.0002645867],"genre_scores_gemma":[0.005125607,0.9931495,0.0001544555,0.0009750713,0.0004111161,0.00003055049,0.0001267429,0.00000437793,0.00002259687],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9911864,"threshold_uncertainty_score":0.864738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04758139269728892,"score_gpt":0.3185819649518066,"score_spread":0.2710005722545177,"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."}}