{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002296961,0.000365261,0.0008582367,0.0002683323,0.0002925508,0.0003079027,0.0003777811,0.0003130023,0.0053945],"category_scores_gemma":[0.0006415721,0.0003124464,0.0003343631,0.0003596131,0.000083536,0.0003656967,0.0001649493,0.001612075,0.0005890254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003200276,"about_ca_system_score_gemma":0.0006039694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002475333,"about_ca_topic_score_gemma":0.0000449319,"domain_scores_codex":[0.995958,0.0004618199,0.0007334737,0.0005115992,0.001229398,0.001105767],"domain_scores_gemma":[0.9975266,0.0002162206,0.0003298095,0.0006971887,0.0005267136,0.0007034897],"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":[0.01057095,0.001751066,0.4126288,0.0006176031,0.002909276,0.003179876,0.0004356978,0.001435101,0.5073078,0.04095564,0.00619729,0.01201088],"study_design_scores_gemma":[0.03144734,0.002223542,0.8730844,0.0007911641,0.0004145083,0.006606135,0.0002897621,0.06310396,0.003289821,0.001012302,0.01664232,0.001094722],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9422874,0.0009551821,0.02364335,0.0239285,0.002436412,0.001903003,0.00004944041,0.0001643767,0.004632312],"genre_scores_gemma":[0.9746834,0.00005901884,0.01885559,0.0006925054,0.001568478,0.00001251695,0.0000237675,0.00008049632,0.004024223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.504018,"threshold_uncertainty_score":0.9999328,"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."}}