{"id":"W4416406811","doi":"10.1016/bs.afnr.2025.10.006","title":"Red seaweed Palmaria palmata: A sustainable protein source for the future","year":2025,"lang":"en","type":"book-chapter","venue":"Advances in food and nutrition research","topic":"Seaweed-derived Bioactive Compounds","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Algae; Plant science; Aquatic plant; Aquatic animal; Plant protein","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":[0.0008140931,0.0002526154,0.0003094412,0.00009646761,0.0007398681,0.000165931,0.0004700373,0.0003401743,0.00009115897],"category_scores_gemma":[0.000140859,0.0001012053,0.0001185275,0.0002973021,0.0003390786,0.0002135115,0.0002945386,0.0007268815,0.000002724766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001125206,"about_ca_system_score_gemma":0.0000369046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006902589,"about_ca_topic_score_gemma":0.001055707,"domain_scores_codex":[0.9980037,0.0001192872,0.0002633457,0.0005945681,0.0004462245,0.0005729237],"domain_scores_gemma":[0.9978226,0.001330152,0.00009223288,0.0001364396,0.0005378545,0.00008066484],"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":[0.002407802,0.0002909723,0.00005750406,0.001586944,0.0001234792,0.0000242729,0.00009356914,0.000001096734,0.009748043,0.3101314,0.01052166,0.6650133],"study_design_scores_gemma":[0.0004763318,0.001011608,0.0001075628,0.0003522607,0.000007652799,0.000002456745,0.001623767,0.00001631841,0.0004761233,0.09372263,0.9020035,0.0001997876],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.01325292,0.4435446,0.0001666824,0.0875859,0.0009565562,0.03313338,0.001506037,0.0004128962,0.4194411],"genre_scores_gemma":[0.108214,0.05019749,0.000462343,0.0002777407,0.003716984,0.004188498,0.0007661022,0.0000170298,0.8321598],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8914819,"threshold_uncertainty_score":0.5690542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03369145479091632,"score_gpt":0.3038921677778817,"score_spread":0.2702007129869654,"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."}}