{"id":"W4383067133","doi":"10.2196/47143","title":"Peer Review “The Impact of SARS-CoV-2 Lineages (Variants) and COVID-19 Vaccination on the COVID-19 Epidemic in South Africa: Regression Study”","year":2023,"lang":"en","type":"article","venue":"JMIRx Med","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Virology; Betacoronavirus; Vaccination; Pandemic; Coronavirus; Sars virus; Coronavirus Infections; Geography; Biology; Medicine; Outbreak; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.009746026,0.0003135216,0.0007436648,0.0004777604,0.0002192132,0.00003771575,0.0004318392,0.0001619769,0.0000508453],"category_scores_gemma":[0.04201272,0.0001538062,0.0002112587,0.001982969,0.000124596,0.00008861282,0.0002181923,0.0006965843,0.0001025483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004769442,"about_ca_system_score_gemma":0.0009213883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000754712,"about_ca_topic_score_gemma":0.0001110532,"domain_scores_codex":[0.9956219,0.001176049,0.0007127111,0.0005653799,0.001415205,0.0005087439],"domain_scores_gemma":[0.995261,0.002980953,0.0003162725,0.0009653551,0.0003453303,0.0001310734],"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":[0.001792036,0.0008045508,0.1122516,0.002434325,0.000288677,0.0004023736,0.02394177,0.00001600937,0.02652105,0.0001416395,0.8272972,0.004108793],"study_design_scores_gemma":[0.01941831,0.003956345,0.2910011,0.003436999,0.0006021265,0.0001356546,0.01222717,0.006300073,0.01035954,0.002146731,0.6493298,0.001086116],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.842899,0.004004344,0.00005088123,0.1469717,0.0001003175,0.004809537,0.00005058272,0.0001542646,0.0009594465],"genre_scores_gemma":[0.9381914,0.000442654,0.000006860458,0.05976447,0.0001205348,0.000438604,0.00001978045,0.00004460363,0.0009710837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1787495,"threshold_uncertainty_score":0.9660568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2148611330658754,"score_gpt":0.4815110224260935,"score_spread":0.2666498893602181,"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."}}