{"id":"W4388408463","doi":"10.3390/app132112088","title":"Marine Bioactives and Their Application in the Food Industry: A Review","year":2023,"lang":"en","type":"review","venue":"Applied Sciences","topic":"Seaweed-derived Bioactive Compounds","field":"Agricultural and Biological Sciences","cited_by":96,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nutraceutical; Food industry; Antimicrobial; Biology; Functional food; Biotechnology; Chemistry; Food science; Microbiology","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":[0.0003843053,0.0009897508,0.001075983,0.003243668,0.0003655818,0.001259722,0.0005597768,0.0008416388,0.00493893],"category_scores_gemma":[0.0004922213,0.0002797174,0.0006003146,0.003059502,0.0003024098,0.001486974,0.0006884962,0.001081743,0.001912791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003371591,"about_ca_system_score_gemma":0.00103423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009776577,"about_ca_topic_score_gemma":0.00156092,"domain_scores_codex":[0.9998018,0.00002319669,0.00003410057,0.00003950596,0.00007860513,0.00002273783],"domain_scores_gemma":[0.9997594,0.0001010388,0.00004826227,0.00000728222,0.00006124089,0.00002276841],"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":[0.00009429506,0.0001501071,0.0005069309,0.04967842,0.0001229894,0.0005078922,0.0002296063,0.0006129232,0.01032783,0.004631318,0.02254011,0.9105976],"study_design_scores_gemma":[0.000007060642,0.0001518311,0.001197941,0.004641943,0.0001336107,0.00114869,0.0001275796,0.0001253319,0.001430974,0.001036166,0.9899711,0.0000278405],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005449325,0.996829,0.0002655957,0.0001669822,0.0002292891,0.00000916991,0.00005078922,0.00001162944,0.001892703],"genre_scores_gemma":[0.001404934,0.9971268,0.0003350322,0.0001279984,0.0001518054,0.000008120799,0.00006477816,0.000002510584,0.0007781431],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00493893,"threshold_uncertainty_score":0.01652235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1375057228215811,"score_gpt":0.323333419787605,"score_spread":0.1858276969660239,"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."}}