{"id":"W4411614576","doi":"10.1039/d5fo02177d","title":"Polysaccharides from echinoderms: unlocking health benefits and food applications – a review","year":2025,"lang":"en","type":"review","venue":"Food & Function","topic":"Seaweed-derived Bioactive Compounds","field":"Agricultural and Biological Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Polysaccharide; Business; Biotechnology; Biology; Biochemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002679849,0.0007754955,0.0008121135,0.001969527,0.0002636754,0.000970031,0.0003256491,0.000753857,0.001869419],"category_scores_gemma":[0.000356777,0.0002350623,0.0004008032,0.002015696,0.000256109,0.001280014,0.0004830574,0.0009095077,0.0006756519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002398796,"about_ca_system_score_gemma":0.0007122529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006237262,"about_ca_topic_score_gemma":0.0009195773,"domain_scores_codex":[0.9998808,0.00001453508,0.00001805431,0.00002279647,0.00004957198,0.00001432554],"domain_scores_gemma":[0.999817,0.0000681388,0.00004535916,0.000005057775,0.0000447905,0.00001970454],"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":[0.0001165078,0.0001671418,0.000677107,0.04626729,0.0001707125,0.0005581485,0.000217605,0.0007731423,0.0316054,0.004514682,0.01413335,0.9007988],"study_design_scores_gemma":[0.00001224873,0.0002960421,0.002879723,0.004687679,0.0002270028,0.001772062,0.0002222749,0.000242333,0.006699047,0.001912029,0.9810032,0.00004627094],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001424528,0.9963591,0.000333383,0.0002608846,0.0001773957,0.000008571569,0.00004842477,0.000009370675,0.001378429],"genre_scores_gemma":[0.002962871,0.9959167,0.0003217919,0.0001377698,0.0001192677,0.000006046138,0.00005375344,0.000001551172,0.0004801847],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001969527,"threshold_uncertainty_score":0.006253779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06972900361539788,"score_gpt":0.2885480580475233,"score_spread":0.2188190544321254,"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."}}