{"id":"W4292999073","doi":"10.54097/hset.v8i.1130","title":"Malaria in Sub-Saharan Africa: Current Situation and Future Strategies","year":2022,"lang":"en","type":"article","venue":"Highlights in Science Engineering and Technology","topic":"Malaria Research and Control","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Malaria; Environmental health; Psychological intervention; Population; Developing country; Disease; Incidence (geometry); Medicine; Economic growth; Immunology; Economics","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":[0.0003912206,0.00007716198,0.0001403428,0.001022798,0.00009445287,0.00002702143,0.0001137237,0.00004737122,0.000008222903],"category_scores_gemma":[0.00005124644,0.00006602451,0.00000712299,0.001302423,0.0001619562,0.0001148721,0.0001139917,0.0003768148,0.000001978573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007115555,"about_ca_system_score_gemma":0.0001111639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007823917,"about_ca_topic_score_gemma":0.000009348316,"domain_scores_codex":[0.9991134,0.00001041614,0.0001192042,0.0002525048,0.0002162212,0.0002882196],"domain_scores_gemma":[0.9997516,0.00001894355,0.00001614616,0.000132009,0.0000249374,0.00005631118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00007234719,0.0001348858,0.001462595,0.00007854901,0.000006902279,0.0001724679,0.0004850614,0.0004494533,0.1516742,0.8177964,0.0001224965,0.02754465],"study_design_scores_gemma":[0.009387293,0.001905552,0.4587931,0.0002617458,0.00003996618,0.0006409251,0.003351237,0.1441603,0.01246288,0.01397955,0.3540247,0.0009928299],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.972482,0.008229871,0.0001720789,0.0182272,0.0002514297,0.0003134674,0.000003360243,0.0001021361,0.0002184454],"genre_scores_gemma":[0.9984245,0.00121017,0.0002184628,0.000004443847,0.00004124074,0.00008521409,0.000001416147,0.000004171644,0.00001036083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8038169,"threshold_uncertainty_score":0.2692401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008619074989139348,"score_gpt":0.2423219494337181,"score_spread":0.2337028744445788,"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."}}