{"id":"W4220658761","doi":"10.1186/s12936-022-04112-x","title":"Spatio-temporal modelling of malaria mortality in India from 2004 to 2013 from the Million Death Study","year":2022,"lang":"en","type":"article","venue":"Malaria Journal","topic":"Malaria Research and Control","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto; Centre for Global Health Research; St. Michael's Hospital","funders":"Fogarty International Center; National Institutes of Health","keywords":"Malaria; Geography; Residence; Population; Environmental health; Mortality rate; Public health; Rural area; Demography; Socioeconomics; Normalized Difference Vegetation Index; Medicine; Ecology; Climate change; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002280899,0.0001993134,0.0005127379,0.0002386726,0.0002914501,0.00008452832,0.0004836323,0.00007219212,0.004224492],"category_scores_gemma":[0.0001521329,0.0001482562,0.0001558624,0.000417242,0.00002626317,0.000122044,0.0002694034,0.001434554,0.00001632611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00021991,"about_ca_system_score_gemma":0.000461107,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0241445,"about_ca_topic_score_gemma":0.001253129,"domain_scores_codex":[0.9963714,0.0008110255,0.0007484722,0.0003374868,0.001286246,0.0004453255],"domain_scores_gemma":[0.9985649,0.000200863,0.0002412147,0.0005272359,0.0001545235,0.0003112422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002624602,0.000881739,0.9734543,0.000005105807,0.0003951474,0.0005459024,0.002331005,0.01719948,0.0003987733,0.0003589221,0.001355298,0.0004497169],"study_design_scores_gemma":[0.00471183,0.0009179959,0.9661135,0.00004586921,0.0001675892,0.00002741227,0.00214724,0.02322134,0.00004595125,0.001777744,0.0006811048,0.0001423897],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866365,0.0006344822,0.00435053,0.006364258,0.0003281035,0.001280325,0.0001859885,0.00001247162,0.0002073375],"genre_scores_gemma":[0.9974912,0.00002835561,0.001277965,0.0004122238,0.0004596374,0.00008778992,0.00009224188,0.00002778638,0.0001227877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02289137,"threshold_uncertainty_score":0.9966858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04804851138482074,"score_gpt":0.2989335493120738,"score_spread":0.2508850379272531,"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."}}