{"id":"W2006062762","doi":"10.1371/journal.pone.0026395","title":"Non-Invasive Cytology Brush PCR Diagnostic Testing in Mucosal Leishmaniasis: Superior Performance to Conventional Biopsy with Histopathology","year":2011,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Research on Leishmaniasis Studies","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada; University of Toronto; Toronto General Hospital","funders":"Belgisch Ontwikkelingsagentschap; Royal Society; Royal Society of Tropical Medicine and Hygiene; Universidad Peruana Cayetano Heredia; Royal College of Physicians and Surgeons of Canada","keywords":"Histopathology; Cytology; Biopsy; Medicine; Cytopathology; Pathology; Leishmaniasis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005427512,0.0006886819,0.0004987008,0.0006203401,0.0001349509,0.0006607831,0.0003872955,0.0008113869,0.001051064],"category_scores_gemma":[0.01768439,0.0002888214,0.0003671051,0.0002109939,0.0007283346,0.0008935214,0.0005877511,0.0004445575,0.0004415548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002351255,"about_ca_system_score_gemma":0.0002363095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004953897,"about_ca_topic_score_gemma":0.00101388,"domain_scores_codex":[0.9967359,0.00184059,0.0002097046,0.0004824038,0.0006042173,0.0001272351],"domain_scores_gemma":[0.9900648,0.006459389,0.001545079,0.0005109032,0.0009705873,0.0004492247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004096667,0.0001623429,0.925455,0.0003134406,0.0002676217,0.000372663,0.0002606871,0.0008847835,0.01299402,0.00005052334,0.0002228757,0.05491945],"study_design_scores_gemma":[0.0003245718,0.008816404,0.9603297,0.0002519373,0.0005584497,0.005612815,0.0003104935,0.01086061,0.01097011,0.0002825361,0.001625948,0.00005634014],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904535,0.005006186,0.003250368,0.0001703105,0.000037032,0.00005740663,0.00004888075,0.0000487823,0.0009275778],"genre_scores_gemma":[0.9981598,0.0003316304,0.001243685,0.00006185054,0.00002855339,0.00001191863,0.00006722084,0.000004920705,0.00009039327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005427512,"threshold_uncertainty_score":0.02870375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09368200393721215,"score_gpt":0.2606782275268575,"score_spread":0.1669962235896453,"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."}}