{"id":"W4409835590","doi":"10.1016/j.lansea.2025.100584","title":"Within-laboratory SARS-CoV-2 real time PCR testing operations in Nepal: a simulation-based analysis","year":2025,"lang":"en","type":"article","venue":"The Lancet Regional Health - Southeast Asia","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"TDR; United Nations Development Programme; UNICEF; Fort Lewis College; World Health Organization; World Bank Group","keywords":"Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Sars virus; Virology; Environmental science; Biology; Medicine; Outbreak; Infectious disease (medical specialty); Pathology","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":[0.001139151,0.0006533739,0.0005687287,0.0008598751,0.0004665655,0.001075986,0.001183434,0.001432951,0.001852883],"category_scores_gemma":[0.003036126,0.0005634132,0.001176875,0.0006990416,0.0005740501,0.0008776539,0.0007902906,0.0009700116,0.0001613841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002648624,"about_ca_system_score_gemma":0.002083927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06360852,"about_ca_topic_score_gemma":0.03429693,"domain_scores_codex":[0.9994803,0.0001944733,0.00002961451,0.0000992441,0.00005177289,0.0001445212],"domain_scores_gemma":[0.996743,0.002355221,0.000295887,0.0001154197,0.0003220331,0.0001684435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001457403,0.000311707,0.02424714,0.00004627653,0.00007294575,0.0001893515,0.00008784918,0.9719746,0.0005075898,0.0005619643,0.000295463,0.001559425],"study_design_scores_gemma":[0.00002848052,0.0001323504,0.006502726,0.000007972022,0.00002722268,0.00002335716,0.0001605539,0.9925021,0.0002502967,0.0001809025,0.0001714477,0.00001266714],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995378,0.00004086012,0.002326973,0.0001276781,0.000005957721,0.00005681821,0.0004635238,0.00003901704,0.001561238],"genre_scores_gemma":[0.9968072,0.00005374602,0.002150472,0.00003542462,0.000003035079,0.00006238091,0.0004896712,0.00000676016,0.0003912546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06360852,"threshold_uncertainty_score":0.1264766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09684036451412147,"score_gpt":0.3832662091503307,"score_spread":0.2864258446362092,"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."}}