{"id":"W2794578899","doi":"10.2196/10637","title":"Descriptive Analysis of Malaria Surveillance System Data, Yemen, 2011-2015","year":2018,"lang":"en","type":"article","venue":"Iproceedings","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Malaria; Environmental health; Population; Descriptive statistics; Medicine; Geography; Medical emergency; Immunology; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008713046,0.0001497441,0.0002927084,0.0001851914,0.00008282583,0.00003787023,0.0007483703,0.0001794185,0.00007630118],"category_scores_gemma":[0.0002863316,0.0001274434,0.00009024628,0.0003891267,0.0003851332,0.00001095031,0.0005118697,0.00007994828,0.00006986806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002371958,"about_ca_system_score_gemma":0.00009286719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001292362,"about_ca_topic_score_gemma":0.0001011447,"domain_scores_codex":[0.9984297,0.00001882336,0.000393342,0.0003916023,0.0004168242,0.0003497741],"domain_scores_gemma":[0.9983759,0.00001301403,0.0001766226,0.0005413616,0.0007290343,0.0001641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005290342,0.0002237618,0.0846754,0.0006625851,0.003823265,0.000004124414,0.001546123,0.000004018426,0.714062,0.0008835548,0.1863845,0.007201628],"study_design_scores_gemma":[0.002919582,0.003904211,0.2143709,0.0001795599,0.001527646,0.00003324305,0.01249895,0.04794272,0.4710347,0.0001045536,0.243723,0.001760849],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828287,0.0004855942,0.004774101,0.000370892,0.0004255897,0.0003175195,0.000531184,0.00003549201,0.0102309],"genre_scores_gemma":[0.996733,0.000127285,0.001678927,0.00006289752,0.0003559009,0.000005578705,0.0004084659,0.00001332002,0.0006146031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2430272,"threshold_uncertainty_score":0.5196992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03195139341270733,"score_gpt":0.3010513459949365,"score_spread":0.2690999525822292,"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."}}