{"id":"W4385577174","doi":"10.2196/preprints.50702","title":"Epidemiology of Syphilis in Pregnancy and Congenital Syphilis in Brazil and the Risk or Associated Factors: Protocol for a Systematic Review (Preprint)","year":2023,"lang":"en","type":"review","venue":"","topic":"Syphilis Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Syphilis; Epidemiology; Pregnancy; Medicine; Protocol (science); Virology; Congenital syphilis; Obstetrics; Human immunodeficiency virus (HIV); Pathology; Biology; Alternative medicine; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04504391,0.004792874,0.02031371,0.01759863,0.003448056,0.007535649,0.00420284,0.005547483,0.07643609],"category_scores_gemma":[0.07991491,0.00457732,0.01731371,0.01639842,0.003064058,0.00807797,0.004216899,0.00407869,0.006362551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01245862,"about_ca_system_score_gemma":0.05135789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006604303,"about_ca_topic_score_gemma":0.01310644,"domain_scores_codex":[0.9699762,0.009717936,0.01302404,0.002365078,0.003651977,0.001264819],"domain_scores_gemma":[0.9587666,0.0162167,0.009040396,0.003348641,0.01142914,0.001198457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001365364,0.0001070287,0.0005478729,0.9630686,0.002285293,0.0002721008,0.000535438,0.0002986175,0.0005089671,0.001534965,0.01519363,0.01428217],"study_design_scores_gemma":[0.01149735,0.001119489,0.006788404,0.8081557,0.01713612,0.0005149464,0.001591509,0.0006433065,0.001077593,0.004862355,0.1462378,0.0003755741],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0005879876,0.007615576,0.001187286,0.000726935,0.0005527023,0.9772311,0.01134256,0.0001005595,0.0006552539],"genre_scores_gemma":[0.0006428948,0.003272575,0.002437078,0.0004064404,0.00005393122,0.9917013,0.001107928,0.00001057635,0.000367288],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.07643609,"threshold_uncertainty_score":0.2557042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1636947281312884,"score_gpt":0.450609051797811,"score_spread":0.2869143236665226,"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."}}