{"id":"W4235731545","doi":"10.1093/ofid/ofy209.172","title":"2564. Clinical Validation of a Commercial LAMP Test for Ruling Out Malaria in Returning Travelers: A Prospective Diagnostic Trial","year":2018,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Malaria Research and Control","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Provincial Laboratory of Public Health; Calgary Laboratory Services; University of Calgary","funders":"","keywords":"Medicine; Malaria; Prospective cohort study; Rapid diagnostic test; Plasmodium malariae; Internal medicine; Diagnostic test; Surgery; Plasmodium vivax; Plasmodium falciparum; Pathology; Pediatrics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01478464,0.001864572,0.001579349,0.0004913457,0.0008915756,0.00167112,0.00141565,0.003472845,0.00498488],"category_scores_gemma":[0.01364133,0.001060165,0.003386005,0.0005701219,0.002439152,0.001516843,0.000566553,0.002070067,0.001880419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001857049,"about_ca_system_score_gemma":0.002155809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001593647,"about_ca_topic_score_gemma":0.001889986,"domain_scores_codex":[0.9938991,0.003611382,0.0006016336,0.001064274,0.0004815428,0.00034205],"domain_scores_gemma":[0.9840558,0.006347057,0.003250429,0.00207152,0.00258599,0.001689359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.8783073,0.01567519,0.07291254,0.001218535,0.004052415,0.0002134112,0.0002027138,0.0009877828,0.003766792,0.0002109897,0.00119568,0.02125659],"study_design_scores_gemma":[0.2515412,0.6558162,0.06805317,0.0003537454,0.01016317,0.0006416204,0.0001952982,0.003813063,0.004334031,0.0005030895,0.004399713,0.0001856529],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844849,0.005221862,0.001104216,0.0004136318,0.0003812437,0.005671354,0.001103037,0.00004778556,0.001571769],"genre_scores_gemma":[0.9940976,0.0007326687,0.001446733,0.0003727053,0.0002218909,0.001731701,0.0008638025,0.000009705354,0.0005233594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01478464,"threshold_uncertainty_score":0.07818961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04394647395835018,"score_gpt":0.3917316028166166,"score_spread":0.3477851288582665,"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."}}