{"id":"W2000666528","doi":"10.1371/journal.pone.0103678","title":"Accelerated Active Case Detection of Visceral Leishmaniasis Patients in Endemic Villages of Bangladesh","year":2014,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Research on Leishmaniasis Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"International Centre for Diarrhoeal Disease Research, Bangladesh; World Health Organization","keywords":"Medicine; Visceral leishmaniasis; Pediatrics; Environmental health; Leishmaniasis; Immunology","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":[0.0006962376,0.0002420987,0.0002172103,0.0008628832,0.0005635042,0.0004656634,0.0003772009,0.0003532395,0.002179627],"category_scores_gemma":[0.002753571,0.0002774217,0.0001274515,0.000616673,0.000553113,0.0003652274,0.0006924454,0.000288208,0.0003191701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003851677,"about_ca_system_score_gemma":0.000462121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006045281,"about_ca_topic_score_gemma":0.005794063,"domain_scores_codex":[0.9991871,0.000331184,0.00009107491,0.000113699,0.0001339564,0.0001429862],"domain_scores_gemma":[0.9984109,0.0003639699,0.0006261778,0.00007869853,0.0002095742,0.0003106179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005306932,0.00005676965,0.9970134,0.00001541555,0.000003414476,0.0003849467,0.000659093,0.00001863621,0.0004450567,0.00001102646,0.0000653229,0.001273768],"study_design_scores_gemma":[0.00001982697,0.00040911,0.9948037,0.00001561563,0.000006743755,0.001419102,0.002767352,0.0001158788,0.0001767219,0.00003358328,0.0002250931,0.000007307122],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995696,0.00003121314,0.00003220797,0.00002773233,0.000001158217,0.00002524898,0.00006653414,0.000001627201,0.0002446155],"genre_scores_gemma":[0.9997289,0.00004221869,0.00005911086,0.00001378943,0.000001986768,0.00001491663,0.0000668519,4.032244e-7,0.00007180265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006045281,"threshold_uncertainty_score":0.01202017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05378493785358645,"score_gpt":0.2814732797987269,"score_spread":0.2276883419451405,"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."}}