{"id":"W4394707403","doi":"10.1016/j.puhe.2024.03.004","title":"Surveillance system integration: reporting the results of a global multicountry survey","year":2024,"lang":"en","type":"article","venue":"Public Health","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada","funders":"World Health Organization; Bill and Melinda Gates Foundation","keywords":"Business; Public health; Disease surveillance; Public health surveillance; Environmental health; Notifiable disease; Agency (philosophy); Medicine; Population","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01334056,0.0001657555,0.0005509108,0.00005600864,0.0001075696,0.0001075736,0.000197552,0.00006507654,0.00001377605],"category_scores_gemma":[0.01016922,0.0001070724,0.000110821,0.001122015,0.0001071794,0.0001364528,0.00007409075,0.0002427109,0.00004243494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006908398,"about_ca_system_score_gemma":0.002820251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005099728,"about_ca_topic_score_gemma":0.003453165,"domain_scores_codex":[0.9957945,0.0007700172,0.001864295,0.0004759307,0.0006183616,0.0004768442],"domain_scores_gemma":[0.9968154,0.0005610696,0.0009050898,0.0009017675,0.0004835132,0.0003331747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004293258,0.0002633102,0.7570643,0.004498156,0.0003199806,0.0002259427,0.00102272,0.00001073214,0.00002536429,0.008846843,0.1034371,0.1238562],"study_design_scores_gemma":[0.0005510223,0.00008551648,0.9549479,0.000517698,0.000006841819,0.0001856017,0.0004085563,0.006074472,0.000003194265,0.000007883765,0.03711138,0.00009995466],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7975477,0.01724948,0.01068326,0.1158198,0.005663451,0.004078476,0.01774007,0.002818594,0.02839916],"genre_scores_gemma":[0.9977906,0.00005832834,0.0002717393,0.0005375438,0.0002469554,0.00002445491,0.0009244256,0.00001986306,0.0001260363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.200243,"threshold_uncertainty_score":0.9981685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08552649569330406,"score_gpt":0.3780285805360717,"score_spread":0.2925020848427677,"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."}}