{"id":"W1969854934","doi":"10.4161/mabs.4.1.18529","title":"New developments in malaria diagnostics","year":2012,"lang":"en","type":"article","venue":"mAbs","topic":"Malaria Research and Control","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Plasmodium falciparum; Antigen; Monoclonal antibody; Antibody; Dihydrofolate reductase; Virology; Plasmodium vivax; Molecular biology; Immunogenicity; Chemistry; Biology; Malaria; Enzyme; Biochemistry; Immunology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001725889,0.00005482678,0.0001045464,0.00006718466,0.00001434691,0.000008177751,0.00004669615,0.00004547457,0.0009920936],"category_scores_gemma":[0.0004090414,0.00004567146,0.0000182709,0.000105508,0.000006866626,0.00005077907,0.00003385028,0.0001278473,0.0005247003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004760646,"about_ca_system_score_gemma":0.0001332423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001043936,"about_ca_topic_score_gemma":0.00002475738,"domain_scores_codex":[0.9993106,0.00001724045,0.0001017532,0.00006996951,0.0001784891,0.0003219444],"domain_scores_gemma":[0.9995354,0.00005368736,0.00001148437,0.0001118471,0.00002165189,0.0002658778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001928879,0.0001609353,0.9031937,0.00003404647,0.00003220207,0.00008254511,0.0002457137,2.425957e-7,0.0008065082,0.01985873,0.02509591,0.0502966],"study_design_scores_gemma":[0.001616517,0.00003331326,0.9305868,0.00002919208,0.000007804249,0.00001050544,0.000020064,0.0000117851,0.0003260013,0.0001209936,0.0671875,0.00004951704],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6935951,0.007837813,0.006244852,0.05765777,0.001664417,0.002667886,0.00001116686,0.0002132743,0.2301078],"genre_scores_gemma":[0.9901699,0.00006392733,0.002545576,0.0005294394,0.0002311993,0.00001601981,0.000008608024,0.000008024234,0.006427289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2965749,"threshold_uncertainty_score":0.9999211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02031914183789191,"score_gpt":0.2923869280886618,"score_spread":0.2720677862507699,"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."}}