{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002462299,0.0007810802,0.0004577918,0.0005939042,0.0008588171,0.0006344888,0.0004997101,0.0005641397,0.0008572392],"category_scores_gemma":[0.002185965,0.000535343,0.0005406116,0.0004506529,0.0007227,0.0005081635,0.0006675714,0.0007101464,0.0002770553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00113598,"about_ca_system_score_gemma":0.001713436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008654432,"about_ca_topic_score_gemma":0.007477656,"domain_scores_codex":[0.9991517,0.0004188647,0.00004703544,0.0001282166,0.00007715353,0.0001769196],"domain_scores_gemma":[0.9982256,0.0003767508,0.0004870879,0.0001282958,0.0002277071,0.0005544621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004725697,0.01718519,0.955059,0.0001396218,0.000128173,0.002928211,0.005220908,0.0002835643,0.004205456,0.00009789333,0.0003139337,0.009712351],"study_design_scores_gemma":[0.001217057,0.05013636,0.9378048,0.0000545537,0.0001505928,0.001545407,0.006559187,0.0004871613,0.001315142,0.00009119791,0.0005997975,0.00003887116],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995491,0.00001759204,0.00006513078,0.00001693899,0.000002012682,0.000143398,0.0000884109,0.000001896707,0.0001154473],"genre_scores_gemma":[0.999028,0.00006967012,0.0002633581,0.00005049171,0.000005588877,0.0002666308,0.0001287879,0.000001418657,0.0001860492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008654432,"threshold_uncertainty_score":0.01720816,"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."}}