{"id":"W2993325277","doi":"10.1186/s12936-019-3027-0","title":"High-throughput malaria serosurveillance using a one-step multiplex bead assay","year":2019,"lang":"en","type":"article","venue":"Malaria Journal","topic":"Malaria Research and Control","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Bill and Melinda Gates Foundation","keywords":"Multiplex; Immunoassay; Malaria; Antigen; Serology; Seroprevalence; Population; Virology; Antibody; Medicine; Immunology; Analyte; Biology; Chromatography; Chemistry; Genetics","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":[0.001877794,0.001156249,0.000913032,0.001219721,0.0003090464,0.001352292,0.001073712,0.0007820734,0.001039852],"category_scores_gemma":[0.001825094,0.0005497807,0.0007683435,0.0007303245,0.0003654757,0.0005143991,0.0009312123,0.0009160666,0.001110015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004665691,"about_ca_system_score_gemma":0.0004084498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007645283,"about_ca_topic_score_gemma":0.001450901,"domain_scores_codex":[0.9963647,0.0008386226,0.0002055217,0.0007282575,0.001659419,0.0002035567],"domain_scores_gemma":[0.9986382,0.0004117173,0.0002867156,0.0002248003,0.0003580881,0.00008049529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009936412,0.0005779354,0.02886007,0.0004973802,0.0004554634,0.0001577267,0.0001874456,0.00483582,0.8791802,0.0006935496,0.00279708,0.08076365],"study_design_scores_gemma":[0.00007453185,0.001873192,0.04075848,0.00007774293,0.0003893056,0.00116482,0.00008580356,0.1088574,0.8365431,0.0008594663,0.009122238,0.000193936],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4879835,0.002667256,0.4943506,0.0004915282,0.000321875,0.001083188,0.004608943,0.004165116,0.004328033],"genre_scores_gemma":[0.622613,0.001279208,0.3663399,0.0003895614,0.0002009704,0.001344417,0.003148756,0.00009697435,0.004587241],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001877794,"threshold_uncertainty_score":0.009930849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02909335242145801,"score_gpt":0.2896849929645376,"score_spread":0.2605916405430796,"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."}}