{"id":"W4382813370","doi":"10.15517/psm.v21i1.53127","title":"COVID-Inconfidentes - SARS-CoV-2 seroprevalence in two Brazilian urban areas in the fourth quarter 2020: study protocol and initial results","year":2023,"lang":"en","type":"article","venue":"Población y Salud en Mesoamérica","topic":"Education during COVID-19 pandemic","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universidade Federal de Ouro Preto","keywords":"Seroprevalence; Coronavirus disease 2019 (COVID-19); Quarter (Canadian coin); Medicine; Population; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Environmental health; Demography; Pandemic; Isolation (microbiology); Gerontology; Geography; Disease; Serology; Immunology; Antibody; Internal medicine; Biology; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005188365,0.0002717808,0.0003272036,0.000406402,0.0004066608,0.0002546387,0.0009138781,0.0001102451,0.00003882735],"category_scores_gemma":[0.003170414,0.0002288173,0.00006346204,0.002007783,0.000307231,0.0004213707,0.0001505902,0.0004974783,0.0001559203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000340178,"about_ca_system_score_gemma":0.0007343548,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01040929,"about_ca_topic_score_gemma":0.06500512,"domain_scores_codex":[0.9949546,0.002026286,0.0007202037,0.0007136763,0.0008724257,0.0007127352],"domain_scores_gemma":[0.9973246,0.001677567,0.000211913,0.0005595204,0.00006963369,0.0001567133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002750074,0.0004469657,0.6543125,0.0000995478,0.00001946994,0.0001117153,0.3288406,0.00006269136,0.0001367472,0.0005479014,0.01432892,0.0008178732],"study_design_scores_gemma":[0.007992943,0.0004885774,0.7772501,0.0002332911,0.00003888801,0.00001322681,0.1727345,0.0008031673,0.0001200237,0.004769353,0.03474453,0.0008113616],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9291368,0.00001458798,0.0000107258,0.01387043,0.000255533,0.04994334,0.00002182584,0.0002762448,0.006470488],"genre_scores_gemma":[0.9734474,0.0000155193,0.00005117318,0.001081574,0.0003885394,0.02474784,0.000006961856,0.00002496697,0.0002359891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1561061,"threshold_uncertainty_score":0.9961805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04897384911870883,"score_gpt":0.4374498738056455,"score_spread":0.3884760246869367,"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."}}