{"id":"W3197665525","doi":"10.2196/31927","title":"Peer Review of “Risk Factors of SARS-CoV-2 Infection: Global Epidemiological Study”","year":2021,"lang":"no","type":"article","venue":"JMIRx Med","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Epidemiology; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Virology; Medicine; Environmental health; Disease; Pathology; Infectious disease (medical specialty); Outbreak","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","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008904626,0.0004406211,0.003161421,0.00007446953,0.0001017038,0.000008861519,0.0003034475,0.0003153576,0.00102192],"category_scores_gemma":[0.6881754,0.0003046384,0.0009927787,0.001456328,0.0006616367,0.00006560385,0.0008541876,0.001004183,0.0000993623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003415232,"about_ca_system_score_gemma":0.0009414909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001807019,"about_ca_topic_score_gemma":0.0002087115,"domain_scores_codex":[0.9907669,0.002922452,0.00231338,0.00083063,0.00250613,0.0006604918],"domain_scores_gemma":[0.9654043,0.02636465,0.001073542,0.001368696,0.005457538,0.0003312848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002367799,0.003150204,0.9002444,0.0133163,0.001197427,0.0001355237,0.0003562604,0.000002589383,0.0003250983,0.000106586,0.07576169,0.005167207],"study_design_scores_gemma":[0.002106761,0.00194492,0.8587499,0.007006568,0.001145844,0.000001958479,0.0003464793,0.0000233393,0.001216046,0.0003205058,0.126901,0.0002365831],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8921537,0.03645917,0.0001498708,0.06421013,0.001137771,0.002770512,0.0004475187,0.00007242161,0.002598871],"genre_scores_gemma":[0.8983576,0.09615434,0.00009262543,0.002076304,0.0003533073,0.00006768967,0.00004982711,0.00002016868,0.002828176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6792709,"threshold_uncertainty_score":0.9999406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2653890626254479,"score_gpt":0.553702567079989,"score_spread":0.2883135044545411,"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."}}