{"id":"W3154605448","doi":"10.1089/vim.2021.0056","title":"Virus, Vaccines, and Variants","year":2021,"lang":"en","type":"editorial","venue":"Viral Immunology","topic":"Virology and Viral Diseases","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Library science; Virology; Virus; Biology; Computer science","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0001154664,0.0003738167,0.0008969423,0.0001710052,0.0001166734,0.00002409375,0.000157248,0.001944272,0.0007452713],"category_scores_gemma":[0.001381907,0.0003339481,0.0001510107,0.0001144385,0.0002213025,0.00007794514,0.0002611901,0.001288067,0.0002092777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005013201,"about_ca_system_score_gemma":0.0004765958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001982358,"about_ca_topic_score_gemma":0.00003781351,"domain_scores_codex":[0.9982233,0.0001729125,0.0003587546,0.000621375,0.0001957915,0.0004278562],"domain_scores_gemma":[0.9987543,0.000231986,0.0001910946,0.0005474931,0.0001680392,0.0001070955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009717891,0.0002017045,0.000254383,0.0001294599,0.0006999864,0.0007718343,0.00002576435,3.785066e-8,0.0106216,0.0001717712,0.9817397,0.004411994],"study_design_scores_gemma":[0.00249994,0.0009335396,0.0119902,0.0001414608,0.0006896955,0.0001033619,0.00001755448,0.000002952377,0.0003654884,0.0003531694,0.9825906,0.0003120228],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.02329367,0.05127807,0.00001737031,0.0006615489,0.9224739,0.0003029417,0.000327915,0.0001505311,0.001494066],"genre_scores_gemma":[0.01041775,0.0154385,0.0001593504,0.0009509302,0.9566585,0.00006589451,0.003303563,0.0001115248,0.01289398],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03583957,"threshold_uncertainty_score":0.9999112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007459940542473825,"score_gpt":0.273207123430552,"score_spread":0.2657471828880781,"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."}}