{"id":"W4400399328","doi":"10.1186/s12936-024-04988-x","title":"Proactive home-based malaria management in rural communities of Bassar Health District in northern Togo from 2014 to 2017: PECADOM + , a pilot experiment","year":2024,"lang":"en","type":"article","venue":"Malaria Journal","topic":"Malaria Research and Control","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cytodiagnostics (Canada)","funders":"","keywords":"Malaria; Medicine; Logistic regression; Tropical medicine; Public health; Demography; Rapid diagnostic test; Environmental health; Multivariate analysis; Test (biology); Health care; Cross-sectional study; Internal medicine; Immunology","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":[],"consensus_categories":[],"category_scores_codex":[0.001304563,0.0002651613,0.0006346233,0.0008568434,0.0001004686,0.0001545109,0.0003411986,0.00007329306,0.0007971158],"category_scores_gemma":[0.00004043533,0.0002196658,0.0001447994,0.0004306907,0.00006328286,0.0001499017,0.0001411814,0.001057659,0.00005224544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008553684,"about_ca_system_score_gemma":0.0006287899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005596456,"about_ca_topic_score_gemma":0.004920482,"domain_scores_codex":[0.997061,0.0005357731,0.0007621594,0.0002121347,0.0007739137,0.0006549867],"domain_scores_gemma":[0.998748,0.0001734085,0.0001312303,0.0004215433,0.0001110539,0.0004147784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.08731678,0.01574356,0.5812861,0.003025781,0.006321745,0.01140617,0.0442966,0.002653597,0.0156172,0.03768661,0.03510563,0.1595402],"study_design_scores_gemma":[0.01294809,0.004601436,0.9552007,0.002267506,0.0001075725,0.00009034382,0.01500166,0.00636629,0.0004704557,0.0006541383,0.001898242,0.0003935132],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9293845,0.004813662,0.005267122,0.05470102,0.0005666282,0.00291825,0.0001556394,0.0000553337,0.002137844],"genre_scores_gemma":[0.9971825,0.0002312127,0.001464812,0.0004252726,0.0001919948,0.0001729205,0.00006507781,0.00003780333,0.0002283501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3739147,"threshold_uncertainty_score":0.8957711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0282999876622775,"score_gpt":0.3123321118522879,"score_spread":0.2840321241900104,"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."}}