{"id":"W3134527415","doi":"10.1093/cid/ciab221","title":"The Role of Ultrasensitive Molecular Methods for Detecting Malaria—The Broader Perspective","year":2021,"lang":"en","type":"review","venue":"Clinical Infectious Diseases","topic":"Malaria Research and Control","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Grand Challenges Canada; Assistance Publique - Hôpitaux de Paris; Public Health England","keywords":"Malaria; Medicine; Loop-mediated isothermal amplification; Molecular diagnostics; Perspective (graphical); Recombinase Polymerase Amplification; Computational biology; Intensive care medicine; Virology; Immunology; Bioinformatics; Computer science; Biology; Genetics; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001849979,0.0009319178,0.001683127,0.003238228,0.0002283103,0.001454694,0.001105221,0.001866673,0.003786616],"category_scores_gemma":[0.002557881,0.0003204513,0.0008012364,0.002549193,0.0008685639,0.002906305,0.000792544,0.003031539,0.00157513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008565701,"about_ca_system_score_gemma":0.001894966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001375999,"about_ca_topic_score_gemma":0.001522223,"domain_scores_codex":[0.9994837,0.0001548266,0.00006645194,0.00007037846,0.0001733986,0.00005125433],"domain_scores_gemma":[0.9978287,0.001392949,0.0001872456,0.00004679667,0.0004515069,0.00009282034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000114657,0.0001043212,0.0002709238,0.04052916,0.0001636797,0.0002467455,0.0001129058,0.000421332,0.001841638,0.01033409,0.03563863,0.9102219],"study_design_scores_gemma":[0.00001753847,0.0001449227,0.0006749741,0.008985163,0.0001633066,0.001015228,0.0001038825,0.0001032947,0.000450245,0.003744419,0.9845678,0.00002924471],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002807003,0.9990259,0.00005502452,0.0004602369,0.0001622422,0.000001468209,0.000005973935,0.000002497651,0.0002586878],"genre_scores_gemma":[0.0003148375,0.9989712,0.0001094259,0.000261495,0.00020249,0.000002618162,0.000008494687,7.104935e-7,0.0001286395],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003786616,"threshold_uncertainty_score":0.01266754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06078021718507165,"score_gpt":0.5016638219554562,"score_spread":0.4408836047703846,"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."}}