{"id":"W3186186443","doi":"10.3390/md19080409","title":"The Anti-Viral Applications of Marine Resources for COVID-19 Treatment: An Overview","year":2021,"lang":"en","type":"review","venue":"Marine Drugs","topic":"Synthesis and Characterization of Heterocyclic Compounds","field":"Chemistry","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Viral entry; Drug discovery; Marine bacteriophage; Biology; Viral replication; Coronavirus disease 2019 (COVID-19); Drug; Protease; Immune system; Innate immune system; Antiviral drug; Computational biology; Virus; Pharmacology; Virology; Medicine; Bioinformatics; Bacteria; Biochemistry; Enzyme; Immunology","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":[0.0001862615,0.0004238158,0.001372213,0.00006732671,0.0003184612,0.0001308027,0.0006219145,0.0001943518,0.001577386],"category_scores_gemma":[0.00007697881,0.0002912353,0.0007465783,0.0001698158,0.0000883789,0.00004478877,0.0003733753,0.0001203986,0.00000821758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001914217,"about_ca_system_score_gemma":0.000243086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001700757,"about_ca_topic_score_gemma":0.00004459728,"domain_scores_codex":[0.9980942,0.0000870869,0.0008297794,0.0005181758,0.0002059288,0.0002648476],"domain_scores_gemma":[0.9970787,0.0008389339,0.0006705126,0.001187739,0.00006553307,0.0001585705],"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":[0.000006100287,0.0001808386,0.00004168172,0.008235165,0.0002363028,0.000001261394,0.00006577267,1.913146e-7,0.000007768474,0.0009490469,0.00012322,0.9901527],"study_design_scores_gemma":[0.0002693593,0.00002219091,0.000007179586,0.000519773,0.0005818651,0.00001601889,0.00006837297,0.000008359894,0.0000352539,0.0001617828,0.9980411,0.000268749],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001621589,0.9918764,0.00003068353,0.0001825994,0.00006057805,0.0006292593,0.000482282,0.00007997033,0.006496073],"genre_scores_gemma":[0.000034489,0.9858726,0.0001108953,0.00005672887,0.0004292844,0.001491738,0.003291833,0.00007439401,0.008637995],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9979179,"threshold_uncertainty_score":0.999954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05722687056994925,"score_gpt":0.3554605207858885,"score_spread":0.2982336502159393,"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."}}