{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03090247,0.0007607655,0.0006460376,0.001087348,0.001165674,0.001809284,0.001324912,0.0008430588,0.0007436033],"category_scores_gemma":[0.03184237,0.0005116091,0.0005975409,0.002046353,0.001374134,0.0006925621,0.001277445,0.0007951913,0.0003428109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00132436,"about_ca_system_score_gemma":0.002099229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02474663,"about_ca_topic_score_gemma":0.03222471,"domain_scores_codex":[0.9776306,0.0104159,0.001854011,0.00325613,0.006183804,0.0006597246],"domain_scores_gemma":[0.9653716,0.009505593,0.007421664,0.007462214,0.009770267,0.0004685638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007126863,0.000264643,0.8188922,0.0008394439,0.001040745,0.0002139146,0.002608266,0.005409334,0.02836526,0.001731806,0.004794162,0.1351275],"study_design_scores_gemma":[0.00005172722,0.000736183,0.9031185,0.0003446778,0.0003812564,0.0006093721,0.001021078,0.02070454,0.04676504,0.001621382,0.02453162,0.0001146858],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8280436,0.002851471,0.1498738,0.001702253,0.0002947475,0.001346444,0.007591235,0.0009823079,0.007314169],"genre_scores_gemma":[0.9281507,0.0005390873,0.06492243,0.000621044,0.00008679642,0.0005732119,0.003759324,0.00009377202,0.001253811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03090247,"threshold_uncertainty_score":0.1634298,"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."}}