{"id":"W4389323589","doi":"10.20944/preprints202312.0197.v1","title":"Comparison of the Diagnostic Performance of Five Different Tests to Diagnose Visceral Leishmaniasis in an Endemic Region of Ethiopia","year":2023,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Research on Leishmaniasis Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"European and Developing Countries Clinical Trials Partnership; Mekelle University; Universiteit van Amsterdam","keywords":"Direct agglutination test; Loop-mediated isothermal amplification; Diagnostic test; Visceral leishmaniasis; Rapid diagnostic test; Diagnostic accuracy; Polymerase chain reaction; Medicine; Point-of-care testing; Internal medicine; Veterinary medicine; Biology; Serology; Leishmaniasis; Immunology; Antibody","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":[0.004429968,0.0007785285,0.0003981662,0.00136346,0.0002563873,0.0008126976,0.0004282613,0.0004907311,0.0002589631],"category_scores_gemma":[0.004422071,0.0002945671,0.0005023655,0.0004393585,0.0003895586,0.0003805997,0.0003055324,0.0003328822,0.0001247073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000353103,"about_ca_system_score_gemma":0.0003254454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001624982,"about_ca_topic_score_gemma":0.001928614,"domain_scores_codex":[0.9972528,0.001334117,0.0003239608,0.0003386835,0.0005528224,0.0001977143],"domain_scores_gemma":[0.9975037,0.001254913,0.0004212404,0.0001141453,0.0005813281,0.0001247147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001928108,0.0006063843,0.9004856,0.0006324451,0.0006412276,0.0005159519,0.0009853417,0.001743701,0.04411165,0.0001783905,0.0003317237,0.04783947],"study_design_scores_gemma":[0.00016015,0.007543972,0.8896962,0.0004020335,0.001358729,0.006301578,0.002699003,0.01993253,0.06773429,0.0002978607,0.003763567,0.000110051],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948187,0.00194546,0.001975744,0.00005727753,0.00003982237,0.00004719823,0.0001614389,0.00001970317,0.0009346418],"genre_scores_gemma":[0.9960742,0.0003845759,0.003255017,0.00003282931,0.000008505904,0.0000137309,0.0001143329,0.000001796961,0.0001148849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004429968,"threshold_uncertainty_score":0.0234282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2205464910767056,"score_gpt":0.4330819638427579,"score_spread":0.2125354727660523,"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."}}