{"id":"W4367627613","doi":"10.3390/md21050285","title":"Marine Algal Polyphenols as Skin Protective Agents: Current Status and Future Prospectives","year":2023,"lang":"en","type":"review","venue":"Marine Drugs","topic":"Seaweed-derived Bioactive Compounds","field":"Agricultural and Biological Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Jeju National University","keywords":"Cosmeceutical; Cosmetics; Cosmeceuticals; Cosmetic industry; Polyphenol; Nutraceutical; Biology; Biotechnology; Biochemical engineering; Chemistry; Food science; Antioxidant; Biochemistry","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002533527,0.0008461091,0.001446624,0.00008845986,0.000315848,0.0002577393,0.0005358707,0.0003360941,0.0009966263],"category_scores_gemma":[0.00009470258,0.000332879,0.0004414509,0.001146308,0.000192203,0.0001651229,0.001937246,0.0009079286,0.0002917723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003328004,"about_ca_system_score_gemma":0.00008458505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001986606,"about_ca_topic_score_gemma":0.0005195718,"domain_scores_codex":[0.9965687,0.0003071574,0.000566698,0.001236472,0.00050308,0.0008179019],"domain_scores_gemma":[0.9986209,0.0002829526,0.000455864,0.000195082,0.00013855,0.0003066564],"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":[0.00002758037,0.0001352485,0.0002466101,0.00125257,0.0001895072,0.000011985,0.0001264942,7.79935e-9,0.000008672714,0.0002840415,0.0002461233,0.9974712],"study_design_scores_gemma":[0.0001871567,0.0003051989,0.02867959,0.0007874171,0.0002000528,0.0000212784,0.0004054465,0.000001190425,0.000006748294,0.001389871,0.9672896,0.0007264017],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006003072,0.9790423,2.488695e-7,0.0004291879,0.00105356,0.004794352,0.0004141126,0.0005019308,0.007761262],"genre_scores_gemma":[0.00008910949,0.9936309,0.00003857667,0.00003869291,0.002666763,0.000777942,0.001057783,0.00001690414,0.001683327],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9967448,"threshold_uncertainty_score":0.9999166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03779553164856759,"score_gpt":0.3078782956274461,"score_spread":0.2700827639788785,"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."}}