{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000307327,0.0005950091,0.001027202,0.002818412,0.0002543961,0.0008929874,0.0004553391,0.000708759,0.004285035],"category_scores_gemma":[0.0003807295,0.00024179,0.0006479142,0.001861334,0.0002469803,0.0009302168,0.0004281687,0.0009489901,0.001076303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004257659,"about_ca_system_score_gemma":0.0008843135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009191853,"about_ca_topic_score_gemma":0.001662314,"domain_scores_codex":[0.9998591,0.00002141351,0.00002703784,0.0000271657,0.00004900269,0.00001621943],"domain_scores_gemma":[0.9997889,0.0001116665,0.00004052708,0.000005186981,0.00003933275,0.00001439783],"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":[0.000172455,0.000134598,0.0003294938,0.1078827,0.0002134608,0.000452217,0.0001297402,0.0005285148,0.01012002,0.00389397,0.01450535,0.8616376],"study_design_scores_gemma":[0.00002469518,0.0005789417,0.002090093,0.01341029,0.0004986408,0.002066588,0.0001334411,0.0002301942,0.002876744,0.001590208,0.9764622,0.0000380728],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004067181,0.9978819,0.0001585028,0.0001593473,0.00009001588,0.00001096941,0.00005405783,0.000008755875,0.001229718],"genre_scores_gemma":[0.001497331,0.9975835,0.000275362,0.0001188107,0.00007566262,0.000009606954,0.00004320246,0.000001609618,0.0003948229],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004285035,"threshold_uncertainty_score":0.01433486,"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."}}