{"id":"W2980957989","doi":"10.1186/s12936-019-2979-4","title":"Ultrasensitive loop mediated isothermal amplification (US-LAMP) to detect malaria for elimination","year":2019,"lang":"en","type":"article","venue":"Malaria Journal","topic":"Malaria Research and Control","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Alberta Innovates; Alberta Innovates - Health Solutions; Calgary Laboratory Services","keywords":"Loop-mediated isothermal amplification; Parasitology; Malaria; Vivax malaria; Tropical medicine; Virology; Biology; Computational biology; Genetics; Plasmodium falciparum; Immunology; Zoology; Plasmodium vivax","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001334668,0.0002218674,0.0003956949,0.0003754854,0.0001802086,0.0001533837,0.000178413,0.000196525,0.001690044],"category_scores_gemma":[0.00138468,0.000189525,0.0002030612,0.0002989508,0.00003095027,0.00020896,0.00002884149,0.0005484343,0.000597409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002095693,"about_ca_system_score_gemma":0.0003120162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000198095,"about_ca_topic_score_gemma":0.00001581227,"domain_scores_codex":[0.9977564,0.0001671554,0.0004708804,0.0003503522,0.0006335434,0.0006216289],"domain_scores_gemma":[0.9977326,0.0003482378,0.0001977777,0.0003230079,0.0008547826,0.0005435381],"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":[0.01161734,0.0002584751,0.004970643,0.0001379157,0.0005007206,0.0001152594,0.0004332916,0.0001338404,0.9386038,0.01157882,0.00379448,0.02785543],"study_design_scores_gemma":[0.01774726,0.005153551,0.9032407,0.0002911062,0.0003876149,0.001284186,0.000570918,0.01392907,0.04093714,0.0009613534,0.01484956,0.0006475695],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7801554,0.0001807015,0.1303567,0.07827022,0.001091001,0.005346389,0.0001195903,0.0001392997,0.004340766],"genre_scores_gemma":[0.9904472,0.00002470583,0.004490931,0.001575642,0.0007271225,0.00008718658,0.00009347421,0.00005316396,0.002500564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.89827,"threshold_uncertainty_score":0.9992225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01365724744769541,"score_gpt":0.2800169674784195,"score_spread":0.2663597200307241,"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."}}