{"id":"W4387765751","doi":"10.2196/29587","title":"Seroprevalence of SARS-CoV-2 in Niger State: Pilot Cross-Sectional Study","year":2023,"lang":"en","type":"article","venue":"JMIRx Med","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Seroprevalence; Medicine; Cross-sectional study; Asymptomatic; Odds ratio; Socioeconomic status; Demography; Environmental health; Immunology; Internal medicine; Antibody; Serology; Population; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.001020889,0.0001559675,0.0003388673,0.0004445406,0.00005315421,0.00002952038,0.0002291803,0.00006957303,0.00003099936],"category_scores_gemma":[0.0004443207,0.0001364681,0.0000761747,0.001208504,0.0001421386,0.0001042892,0.0001368889,0.0003601571,0.0004471189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001335276,"about_ca_system_score_gemma":0.0002949291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005599428,"about_ca_topic_score_gemma":0.0003839483,"domain_scores_codex":[0.997547,0.0001136061,0.0004936898,0.0004134099,0.0009958972,0.0004364112],"domain_scores_gemma":[0.9989955,0.0002041561,0.00007316113,0.0004356328,0.0002595593,0.0000320056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007521795,0.0006474615,0.7200958,0.0001408529,0.00003902626,0.0001720791,0.0007651218,0.000002514851,0.2761073,0.0000047232,0.001071486,0.0002014489],"study_design_scores_gemma":[0.003071255,0.000934616,0.872695,0.00004475225,0.000007770889,0.000009259812,0.0002151238,0.0002544886,0.1196758,0.0001072855,0.002871738,0.0001129464],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974527,0.00004397385,0.000005924685,0.0002091095,0.0001978953,0.001030489,0.00001588668,0.0001159977,0.0009279578],"genre_scores_gemma":[0.9959952,0.000004197963,0.00001863573,0.002412798,0.00008601027,0.0001845941,0.000004815763,0.00003083817,0.001262905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1564316,"threshold_uncertainty_score":0.5746958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1313362874579177,"score_gpt":0.4442631261679839,"score_spread":0.3129268387100662,"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."}}