{"id":"W4401166224","doi":"10.1289/isee.2024.0125","title":"Present and Future Associations Between Precipitation, Temperature, and Malaria Prevalence in Mali","year":2024,"lang":"en","type":"article","venue":"ISEE Conference Abstracts","topic":"Malaria Research and Control","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Malaria; Precipitation; Geography; Environmental health; Climatology; Medicine; Meteorology; Immunology; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007839683,0.0002010799,0.000222322,0.0006873728,0.0003925133,0.0006278675,0.0003426104,0.0004235588,0.002616889],"category_scores_gemma":[0.001557756,0.0001812887,0.0004188256,0.001019423,0.0003606021,0.0007126619,0.0004865282,0.0005407597,0.0002751797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000861082,"about_ca_system_score_gemma":0.0006121125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01996064,"about_ca_topic_score_gemma":0.03554033,"domain_scores_codex":[0.9997875,0.00008572153,0.00001848631,0.00002820062,0.00001555657,0.00006453407],"domain_scores_gemma":[0.9994074,0.000134199,0.0002015703,0.00002479273,0.0001123229,0.0001197328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001368281,0.00002295394,0.9933203,0.00005744522,0.00005691057,0.00005087021,0.0001406085,0.00007771404,0.0002358124,0.00009376714,0.0005114279,0.005295374],"study_design_scores_gemma":[0.00000370561,0.00002373829,0.9988012,0.00002148429,0.00003074839,0.00004937078,0.0002963626,0.0001558097,0.00003351753,0.00004919528,0.0005318155,0.000002992078],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802701,0.01139875,0.0001914462,0.004345949,0.0001048171,0.00000487681,0.002181944,0.0000140646,0.001488086],"genre_scores_gemma":[0.9941933,0.003870677,0.0001585212,0.0002285812,0.0001815077,0.000008013406,0.0008582172,0.000002107364,0.0004991863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01996064,"threshold_uncertainty_score":0.03968894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02452166017958944,"score_gpt":0.3092926299937955,"score_spread":0.284770969814206,"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."}}