{"id":"W4361802955","doi":"10.2196/42820","title":"Spatiotemporal and Seasonal Trends of Class A and B Notifiable Infectious Diseases in China: Retrospective Analysis","year":2023,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Virology and Viral Diseases","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centers for Disease Control and Prevention; Novo Nordisk Fonden; National Natural Science Foundation of China","keywords":"Dengue fever; Medicine; Brucellosis; Infectious disease (medical specialty); Measles; Epidemiology; Malaria; Tuberculosis; Environmental health; China; Immunology; Disease; Geography; Vaccination; Internal medicine; Pathology","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":[0.0004022811,0.0001155185,0.0005220578,0.0005262144,0.00009389726,0.00001804893,0.00002398448,0.00007490627,0.00002534748],"category_scores_gemma":[0.0002365884,0.0001001559,0.00004777747,0.001505835,0.0001709358,0.00009808996,0.00003915434,0.0001312223,7.754969e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003765567,"about_ca_system_score_gemma":0.0002089155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002875409,"about_ca_topic_score_gemma":0.0008767588,"domain_scores_codex":[0.9988428,0.000154408,0.0002428834,0.0003064043,0.0001419257,0.0003115703],"domain_scores_gemma":[0.9992071,0.00007466653,0.00009888972,0.0001295518,0.00004398778,0.0004458317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001151894,0.000103966,0.9880576,0.000200736,0.00008623524,0.0000108568,0.000225035,0.000001951994,0.000002750129,0.0002711689,0.0005086775,0.01041581],"study_design_scores_gemma":[0.001162829,0.0004013091,0.994206,0.000009263365,0.000008137877,0.00000583039,0.00006591124,0.00320072,1.166895e-7,0.0001188367,0.0007429876,0.00007813214],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990665,0.001410115,0.000008682403,0.00719591,0.00002635792,0.000166744,0.0001427335,0.00005917221,0.0003252845],"genre_scores_gemma":[0.9983655,0.000719548,0.000006922822,0.000432853,0.0000344434,0.0000343056,0.0001965347,0.00000747605,0.0002024096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01033768,"threshold_uncertainty_score":0.408424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01507653133492812,"score_gpt":0.3088754458466073,"score_spread":0.2937989145116792,"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."}}