{"id":"W3112753080","doi":"10.1093/ajcp/aqaa173","title":"Malaria Screening Using Front-Line Loop-Mediated Isothermal Amplification","year":2020,"lang":"en","type":"article","venue":"American Journal of Clinical Pathology","topic":"Malaria Research and Control","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Malaria; Loop-mediated isothermal amplification; Diagnostic test; Rapid diagnostic test; Turnaround time; Medicine; Workflow; Front line; Emergency medicine; Optometry; Computer science; Operations management; Pathology; Biology; Database; Engineering; Geography","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":[0.002519488,0.0004817406,0.0003405545,0.0006711553,0.0002934727,0.0007408409,0.000698986,0.0003056183,0.001119508],"category_scores_gemma":[0.003691013,0.0002277196,0.0004059066,0.0004669395,0.0004455759,0.0004536101,0.0004566945,0.0003733277,0.0003715568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001249518,"about_ca_system_score_gemma":0.001571153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008554092,"about_ca_topic_score_gemma":0.01065043,"domain_scores_codex":[0.998096,0.0006142739,0.0001111388,0.0005373074,0.0004811455,0.0001601375],"domain_scores_gemma":[0.9976841,0.0004891286,0.0008159623,0.0002103152,0.0007066025,0.00009382505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001815533,0.00119936,0.390314,0.001152506,0.0003115416,0.0007097841,0.001083112,0.0217772,0.364558,0.0006853617,0.003614695,0.2127789],"study_design_scores_gemma":[0.0003370862,0.008431369,0.3617679,0.000373376,0.0004971332,0.00253056,0.0007391401,0.07063431,0.5317837,0.0005233479,0.02215774,0.0002243608],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9069108,0.001176101,0.08224501,0.0005957591,0.00004954417,0.001402055,0.002225781,0.001993807,0.003401137],"genre_scores_gemma":[0.9344123,0.0003125294,0.06337641,0.0002720629,0.00002621617,0.0002504717,0.0006317458,0.00004403335,0.000674264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008554092,"threshold_uncertainty_score":0.0170086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1180515885545733,"score_gpt":0.4180675880533345,"score_spread":0.3000159994987612,"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."}}