{"id":"W3001160117","doi":"10.1038/s41598-020-57876-0","title":"Quality control of multiplex antibody detection in samples from large-scale surveys: the example of malaria in Haiti","year":2020,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Malaria Research and Control","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Centers for Disease Control and Prevention; Centers for Disease Control and Prevention Foundation; Bill and Melinda Gates Foundation","keywords":"Multiplex; Analyte; Antigen; Interquartile range; Malaria; Population; Antibody; Immunology; Medicine; Statistics; Biology; Mathematics; Chemistry; Chromatography; Bioinformatics; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008537099,0.0001098426,0.0005053429,0.0001445177,0.00005938042,0.00003492257,0.000128167,0.00008248969,0.0002130469],"category_scores_gemma":[0.003186897,0.00007934425,0.000120693,0.0006918914,0.0002202166,0.00007001627,0.00005827176,0.0002408298,0.000003026371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003173828,"about_ca_system_score_gemma":0.0002692139,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02220024,"about_ca_topic_score_gemma":0.009093395,"domain_scores_codex":[0.9966265,0.0007851327,0.0009918327,0.0005511105,0.0007193436,0.0003260877],"domain_scores_gemma":[0.9981144,0.0004491954,0.0003802947,0.0006826858,0.0002389875,0.0001344283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000294322,0.0001950432,0.4014443,0.00007068057,0.00002613688,0.00008222456,0.0007996464,0.00003813365,0.5957186,0.00006114203,0.00006772203,0.001202042],"study_design_scores_gemma":[0.002342772,0.0000791335,0.9466401,0.00005043851,0.00001559295,0.000006577914,0.0004608505,0.005246743,0.04362727,0.0006503565,0.0008082599,0.00007186095],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853436,0.0001939134,0.01139939,0.001320742,0.0004729528,0.0009589404,0.00007396964,0.0000167957,0.000219712],"genre_scores_gemma":[0.9995059,0.000002958092,0.0001758726,0.00005051448,0.00004916011,0.00002638255,0.0001047109,0.000009320913,0.00007520313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5520914,"threshold_uncertainty_score":0.984311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05172754517649721,"score_gpt":0.3224534522987695,"score_spread":0.2707259071222723,"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."}}