{"id":"W4392001863","doi":"10.1007/s42995-023-00215-9","title":"Role of marine natural products in the development of antiviral agents against SARS-CoV-2: potential and prospects","year":2024,"lang":"en","type":"review","venue":"Marine Life Science & Technology","topic":"Seaweed-derived Bioactive Compounds","field":"Agricultural and Biological Sciences","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Ministry of Oceans and Fisheries","keywords":"Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Pandemic; Coronavirus; Drug development; Antiviral drug; Drug; Coronavirus disease 2019 (COVID-19); Outbreak; Drug discovery; 2019-20 coronavirus outbreak; Biology; Virology; Medicine; Disease; Infectious disease (medical specialty); Pharmacology; Bioinformatics","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":[0.0008043927,0.0003817806,0.0009331621,0.0004386858,0.0001558116,0.00007034525,0.001676154,0.0002430966,0.000004175655],"category_scores_gemma":[0.00031409,0.0001337791,0.000109714,0.005332959,0.001571082,0.0001353985,0.002673293,0.0005874698,0.000008329134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009387929,"about_ca_system_score_gemma":0.0002658937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000685865,"about_ca_topic_score_gemma":0.0003950979,"domain_scores_codex":[0.9973163,0.00007431765,0.0007156407,0.0008680059,0.0005218661,0.0005038404],"domain_scores_gemma":[0.9991407,0.00004873875,0.0003992986,0.0002231844,0.0001598395,0.00002820945],"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":[0.000005889563,0.00009932827,0.0007250808,0.0005625343,0.00002403412,0.000008538814,0.00005871448,1.616133e-8,0.08851959,0.0003097685,0.00001704546,0.9096695],"study_design_scores_gemma":[0.000565725,0.001139623,0.0712432,0.004546592,0.0005180098,0.0002738149,0.001694866,0.0001264527,0.09947393,0.005477162,0.8127174,0.00222323],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6842962,0.3119202,2.413044e-7,0.0006054825,0.0003088305,0.001319542,0.00001479395,0.00009513301,0.001439604],"genre_scores_gemma":[0.8054301,0.1935004,0.0007377094,0.00004624469,0.00009721275,0.00008042893,0.00005117382,0.000004388238,0.00005236725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9074462,"threshold_uncertainty_score":0.5788718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03153808798841649,"score_gpt":0.2840642029930112,"score_spread":0.2525261150045947,"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."}}