{"id":"W3082931708","doi":"10.1186/s12936-020-03380-9","title":"Active case detection of malaria in pregnancy using loop-mediated amplification (LAMP): a pilot outcomes study in South West Ethiopia","year":2020,"lang":"en","type":"article","venue":"Malaria Journal","topic":"Malaria Research and Control","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Grand Challenges Canada","keywords":"Malaria; Pregnancy; Medicine; Obstetrics; Tropical medicine; Rapid diagnostic test; Low birth weight; Plasmodium falciparum; Asymptomatic; Immunology; Internal medicine; Biology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008279392,0.0002260437,0.0006116642,0.0005055591,0.0001026193,0.00006356622,0.0001504569,0.0001458628,0.0002282755],"category_scores_gemma":[0.001752857,0.0001948953,0.0001057688,0.0007626064,0.00004894985,0.0002487732,0.00006714725,0.001462864,0.00001378418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002407322,"about_ca_system_score_gemma":0.0003966259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005049344,"about_ca_topic_score_gemma":0.0009524904,"domain_scores_codex":[0.9972494,0.0005552832,0.0008383802,0.0003393033,0.0005733351,0.0004442522],"domain_scores_gemma":[0.9986017,0.0001703304,0.0003727943,0.0002405022,0.0002702949,0.0003444183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01003211,0.002162432,0.8616096,0.0001846188,0.0003794453,0.009214439,0.01282042,0.000175332,0.09637062,0.0001852545,0.000002140202,0.006863625],"study_design_scores_gemma":[0.01598698,0.002765774,0.9598195,0.0002810061,0.000153329,0.0009636645,0.006255459,0.01268807,0.0008626309,0.00003426239,0.000004142582,0.0001851827],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931132,0.0001335064,0.001771445,0.003067427,0.0001267784,0.001686599,0.00001451179,0.00002283206,0.00006374697],"genre_scores_gemma":[0.9994131,0.00001242263,0.0002286414,0.0001125868,0.0001234673,0.00004629456,0.000005670805,0.00003172217,0.00002610337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09820994,"threshold_uncertainty_score":0.79476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06883085338990128,"score_gpt":0.3275280905818653,"score_spread":0.258697237191964,"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."}}