{"id":"W3036314320","doi":"10.1186/s12916-020-01611-z","title":"Programmatic options for monitoring malaria in elimination settings: easy access group surveys to investigate Plasmodium falciparum epidemiology in two regions with differing endemicity in Haiti","year":2020,"lang":"en","type":"article","venue":"BMC Medicine","topic":"Malaria Research and Control","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Centers for Disease Control and Prevention; Centers for Disease Control and Prevention Foundation; Bill and Melinda Gates Foundation","keywords":"Medicine; Malaria; Epidemiology; Transmission (telecommunications); Environmental health; Demography; Family medicine; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004245572,0.0002508621,0.0008750248,0.0005330783,0.00005599867,0.00001556988,0.0002575733,0.0001107211,0.00001843889],"category_scores_gemma":[0.00916197,0.0001984844,0.00004031944,0.0008186959,0.0001391968,0.0001695183,0.0001045862,0.000585639,0.000003466432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000205663,"about_ca_system_score_gemma":0.0001564474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001714264,"about_ca_topic_score_gemma":0.004813916,"domain_scores_codex":[0.9967588,0.0007418657,0.0008568199,0.0005728626,0.000307705,0.0007620131],"domain_scores_gemma":[0.9972386,0.001677932,0.0001512688,0.0002700118,0.0000955405,0.0005666729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00134016,0.0001493226,0.9802477,0.0008557132,0.00002805732,0.00008182808,0.0008905891,0.001517159,0.003929631,0.008067269,0.00008531653,0.00280722],"study_design_scores_gemma":[0.0105865,0.001086106,0.9366018,0.001643237,0.00004257946,0.00001734855,0.0007022603,0.04804127,0.0001663945,0.000783847,0.0001353928,0.0001932774],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8066556,0.000328367,0.07451715,0.1129756,0.0001391163,0.005059347,0.00001517945,0.0001116728,0.0001978948],"genre_scores_gemma":[0.988814,0.00003639272,0.008236634,0.0009885581,0.0003509686,0.001399071,0.0001040837,0.00003432372,0.00003597282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1821583,"threshold_uncertainty_score":0.9991843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.153260867272062,"score_gpt":0.3998651964048712,"score_spread":0.2466043291328092,"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."}}