{"id":"W4390056549","doi":"10.4490/algae.2023.38.12.1","title":"Functions and values of sulfated polysaccharides from seaweed","year":2023,"lang":"en","type":"article","venue":"ALGAE","topic":"Seaweed-derived Bioactive Compounds","field":"Agricultural and Biological Sciences","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Cosmeceuticals; Human health; Biotechnology; Biochemical engineering; Biology; Business; Medicine; Engineering; Cosmetics","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":[0.00007671532,0.00007976381,0.000118169,0.00001609739,0.0001097479,0.00002445456,0.0001064395,0.00005239959,0.0002793049],"category_scores_gemma":[0.00004859769,0.00003122608,0.00004391669,0.0004475072,0.00009117077,0.00007359149,0.00008195728,0.00005117427,0.00008138093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006985494,"about_ca_system_score_gemma":0.000003606804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004291577,"about_ca_topic_score_gemma":0.000359968,"domain_scores_codex":[0.9994025,0.00003654555,0.0001118274,0.0001924847,0.000111405,0.0001452718],"domain_scores_gemma":[0.9995075,0.0002966354,0.00004586293,0.00004283884,0.00005251019,0.00005468609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001467063,0.00001651677,0.02136388,0.000001032574,0.0000269125,0.000001257553,0.00006647941,3.089066e-7,0.9484927,0.00003821886,0.001070137,0.02890789],"study_design_scores_gemma":[0.0000976314,0.000100354,0.9334354,0.00000833003,0.00001645056,9.258737e-7,0.00103721,0.00008002845,0.06150668,0.001385019,0.002234294,0.00009767834],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975511,0.0001423567,0.000001777498,0.0009323399,0.0001152463,0.00007004001,0.0001011013,0.0001397686,0.0009462558],"genre_scores_gemma":[0.998592,0.00004270412,0.00002584979,0.00006062627,0.0001083761,0.000005175425,0.0001281021,7.680948e-7,0.001036424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9120715,"threshold_uncertainty_score":0.648761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02652663729096205,"score_gpt":0.2227677171926785,"score_spread":0.1962410799017165,"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."}}