{"id":"W2898019584","doi":"10.1093/ofid/ofy260","title":"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":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Provincial Laboratory of Public Health; McGill University; Calgary Laboratory Services; University of Calgary","funders":"Calgary Laboratory Services","keywords":"Medicine; Malaria; Test (biology); Clinical trial; Medical physics; Diagnostic test; Family medicine; Optometry; Pediatrics; Internal medicine; Pathology","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":[0.01850041,0.0018355,0.001441375,0.0004285376,0.0005973573,0.001959513,0.001530471,0.00233633,0.001282845],"category_scores_gemma":[0.02512733,0.001111861,0.001472767,0.0003996737,0.00182744,0.001753985,0.0006212128,0.001977271,0.0007806583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009339022,"about_ca_system_score_gemma":0.0009930941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004696856,"about_ca_topic_score_gemma":0.0006997125,"domain_scores_codex":[0.99313,0.004116558,0.0005523224,0.001148036,0.0007188393,0.0003341914],"domain_scores_gemma":[0.9772636,0.01006454,0.003998884,0.002878538,0.003627949,0.002166536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.4371076,0.01611171,0.4917567,0.0008186034,0.003207668,0.0004237313,0.0009896336,0.001492572,0.007498987,0.0002946951,0.00131908,0.03897912],"study_design_scores_gemma":[0.08672737,0.4960294,0.376261,0.0004201979,0.005977347,0.002937072,0.0007414773,0.01655645,0.008679337,0.0006204993,0.00475459,0.0002951278],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964102,0.001569426,0.0005491776,0.0001232903,0.0001114895,0.0005736946,0.0001770684,0.00001983773,0.0004657173],"genre_scores_gemma":[0.9979903,0.0002983269,0.0007738768,0.0001617923,0.00007670925,0.0002578352,0.0003326123,0.000005229478,0.0001032514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01850041,"threshold_uncertainty_score":0.09784067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04062489324395164,"score_gpt":0.3887835302367441,"score_spread":0.3481586369927924,"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."}}