{"id":"W3172372217","doi":"10.3390/v13061120","title":"Discovery of Antivirals Using Phage Display","year":2021,"lang":"en","type":"review","venue":"Viruses","topic":"Monoclonal and Polyclonal Antibodies Research","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Montreal Clinical Research Institute","funders":"","keywords":"Computational biology; Phage display; Virology; Drug discovery; Biology; Genetics; 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":[0.0001650772,0.0003151112,0.002202637,0.0002026739,0.00005099424,0.00003573543,0.0001608978,0.0001829426,0.0001962485],"category_scores_gemma":[0.0001236558,0.0002045502,0.0007529099,0.0003827769,0.0001670644,0.0001357198,0.0002148005,0.0003482517,0.0000638111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004422049,"about_ca_system_score_gemma":0.0005966707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000210675,"about_ca_topic_score_gemma":0.000003458998,"domain_scores_codex":[0.9982037,0.0001539122,0.0005663538,0.0003370237,0.000442714,0.0002963008],"domain_scores_gemma":[0.9989362,0.0003123532,0.0002240803,0.0003778368,0.00006942718,0.00008013857],"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":[0.00006480762,0.0004418127,0.0004143798,0.08111231,0.001343482,0.001019325,0.00003327654,2.266532e-7,0.002222409,0.001560099,0.001863591,0.9099243],"study_design_scores_gemma":[0.000125169,0.00006973543,0.00001761103,0.02954301,0.0008366955,0.0001727627,0.000008285016,0.000003135672,0.000933446,0.000005240378,0.9680961,0.0001888369],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002000202,0.9957767,0.00001970792,0.00001054088,0.0001675601,0.0003580852,0.0004646676,0.00001317853,0.001189418],"genre_scores_gemma":[0.00007429914,0.9952145,0.0002460018,0.00008915075,0.0003825832,0.00001000501,0.000155963,0.00005005878,0.003777493],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9662325,"threshold_uncertainty_score":0.8341314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2530933450568545,"score_gpt":0.4821508694013684,"score_spread":0.2290575243445139,"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."}}