{"id":"W3048057059","doi":"10.1053/j.ackd.2020.08.003","title":"Proliferation of Papers and Preprints During the Coronavirus Disease 2019 Pandemic: Progress or Problems With Peer Review?","year":2020,"lang":"en","type":"review","venue":"Advances in Chronic Kidney Disease","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Queen's University","funders":"","keywords":"Medicine; Pandemic; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus; Coronavirus Infections; Virology; Disease; Betacoronavirus; MEDLINE; Intensive care medicine; Infectious disease (medical specialty); Internal medicine; Outbreak","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1420307,0.0009893572,0.003705695,0.00897596,0.003731848,0.01602945,0.007339077,0.007856443,0.01592559],"category_scores_gemma":[0.3373656,0.001364537,0.00303095,0.01059724,0.006580479,0.01599968,0.005203016,0.007508597,0.01553224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005109512,"about_ca_system_score_gemma":0.0279438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001867798,"about_ca_topic_score_gemma":0.004054138,"domain_scores_codex":[0.8510091,0.05927267,0.02419455,0.005314633,0.05637285,0.003836189],"domain_scores_gemma":[0.5092275,0.1584792,0.04785551,0.03465755,0.2263027,0.02347747],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003047947,0.00007218222,0.0009359979,0.02550115,0.0006341139,0.0003582091,0.0009896032,0.0001076787,0.0007474332,0.009314439,0.462275,0.4987593],"study_design_scores_gemma":[0.00009739456,0.00008844539,0.001109451,0.007781852,0.0001479339,0.0005129798,0.0003120522,0.0001001049,0.0005023802,0.00511981,0.9841754,0.00005219837],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001396043,0.6016336,0.005119608,0.2543289,0.1148471,0.0008116601,0.0007731218,0.0006775804,0.02041248],"genre_scores_gemma":[0.02106371,0.7774732,0.0125953,0.06958402,0.09065147,0.001052418,0.001335968,0.0007802819,0.02546373],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8579693,"threshold_uncertainty_score":0.751139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09865745518960305,"score_gpt":0.4522323560726327,"score_spread":0.3535749008830297,"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."}}