{"id":"W4389131345","doi":"10.1371/journal.pntd.0011745","title":"Diagnostic accuracy of qPCR and microscopy for cutaneous leishmaniasis in rural Ecuador: A Bayesian latent class analysis","year":2023,"lang":"en","type":"article","venue":"PLoS neglected tropical diseases","topic":"Research on Leishmaniasis Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University","funders":"","keywords":"Cutaneous leishmaniasis; Medicine; Leishmaniasis; Latent class model; Amazon rainforest; Confidence interval; Positive predicative value; Veterinary medicine; Internal medicine; Pathology; Predictive value; Biology; Statistics; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.02800974,0.0005832949,0.0006009288,0.002214885,0.0004127383,0.001704899,0.0009795178,0.0006859501,0.001385026],"category_scores_gemma":[0.06759503,0.0003627536,0.001310718,0.0007389555,0.0009392532,0.0008313389,0.001222756,0.0009086633,0.0001954699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009832418,"about_ca_system_score_gemma":0.0005916029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006336036,"about_ca_topic_score_gemma":0.002593935,"domain_scores_codex":[0.9863452,0.01037317,0.0005636277,0.00138226,0.0009557764,0.0003797879],"domain_scores_gemma":[0.9417959,0.04440147,0.009431233,0.002282496,0.001598746,0.0004901667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006546233,0.0001150062,0.9747313,0.00004978098,0.0005269799,0.00006909038,0.0004861754,0.007020384,0.000313331,0.0004102676,0.0001848813,0.01543806],"study_design_scores_gemma":[0.0001036612,0.0007090177,0.6789019,0.0002339888,0.000724081,0.0006421623,0.001017838,0.312209,0.0007852049,0.003574376,0.001030264,0.00006841507],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857914,0.0006634059,0.01198476,0.0003247623,0.000009891848,0.00005823778,0.0002856344,0.00003892718,0.0008429568],"genre_scores_gemma":[0.9981601,0.00004608119,0.001573336,0.00001702492,0.000005785818,0.00002101111,0.0001183578,0.000003040315,0.00005529669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02800974,"threshold_uncertainty_score":0.1481314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02067637173870962,"score_gpt":0.3052152304327657,"score_spread":0.2845388586940561,"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."}}