{"id":"W4380757938","doi":"10.1016/j.cmi.2023.06.013","title":"Rapid diagnostic testing for syphilis in Arctic communities (the STAR study): a multisite prospective field diagnostic accuracy study in an intended-use setting","year":2023,"lang":"en","type":"article","venue":"Clinical Microbiology and Infection","topic":"Syphilis Diagnosis and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Infection and Immunity; Government of Canada; University of Toronto; BC Children's Hospital; University of British Columbia; McGill University Health Centre; McGill University; Public Health Ontario; Nunavik Regional Board of Health and Social Services; Government of Ontario; Institut National de Santé Publique du Québec; University of Alberta","funders":"Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research","keywords":"Medicine; Syphilis; Serology; Internal medicine; Whole blood; Prospective cohort study; Diagnostic accuracy; Gastroenterology; Immunology; Antibody","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001712392,0.0002054129,0.0005112752,0.0002148611,0.0002325479,0.00004192684,0.00007560112,0.0001659054,0.00001270518],"category_scores_gemma":[0.04100624,0.0001479735,0.000079604,0.0004171192,0.0001679188,0.00017705,0.0001356155,0.0006008728,0.000009466193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008846837,"about_ca_system_score_gemma":0.00003495026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002869303,"about_ca_topic_score_gemma":0.01705281,"domain_scores_codex":[0.9976605,0.0008589412,0.0007316706,0.0004050316,0.00003588817,0.0003079705],"domain_scores_gemma":[0.9347583,0.06456366,0.0001541846,0.0003110971,0.000153001,0.00005977693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002407351,0.004346473,0.9706132,0.00004302939,0.0001207235,0.000044906,0.00356367,0.00001422632,0.00005925816,0.000005640619,0.00004042582,0.02090765],"study_design_scores_gemma":[0.005207026,0.01239979,0.9757662,0.0003091306,0.0001888756,0.00002865008,0.005497744,0.0002472599,0.00003454862,0.000131115,0.00005220959,0.0001374887],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942372,0.0001360878,0.000004132774,0.0005127071,0.0002988337,0.004711026,0.00001536757,0.00007994015,0.000004745501],"genre_scores_gemma":[0.9975656,0.0002987478,0.00004322622,0.0004905871,0.0001205734,0.001374706,0.00008228747,0.00001926139,0.000005018315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06370472,"threshold_uncertainty_score":0.9670718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1097409931985633,"score_gpt":0.4019374469907772,"score_spread":0.2921964537922139,"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."}}