{"id":"W4381686392","doi":"10.15585/mmwr.ss7207a1","title":"Travel-Related Diagnoses Among U.S. Nonmigrant Travelers or Migrants Presenting to U.S. GeoSentinel Sites — GeoSentinel Network, 2012–2021","year":2023,"lang":"en","type":"article","venue":"MMWR Surveillance Summaries","topic":"Travel-related health issues","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Centers for Disease Control and Prevention","keywords":"Medicine; Medical diagnosis; Environmental health; Pathology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001865366,0.001003762,0.0018802,0.0007681462,0.0007938836,0.0002492164,0.0005494014,0.0006446067,0.001400073],"category_scores_gemma":[0.001917272,0.000869879,0.0004633396,0.003948308,0.000544447,0.0004306319,0.0003468881,0.001056653,0.001629115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001303587,"about_ca_system_score_gemma":0.0003576471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002871011,"about_ca_topic_score_gemma":0.01463762,"domain_scores_codex":[0.9919728,0.0004013915,0.001895345,0.001543448,0.001235727,0.002951278],"domain_scores_gemma":[0.9951556,0.001639988,0.0005049089,0.001192109,0.0004737221,0.001033633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006487099,0.0002132108,0.8972807,0.000542599,0.0004987085,0.001076684,0.003123831,0.0007550586,0.001092839,0.00006411788,0.08973407,0.004969468],"study_design_scores_gemma":[0.002742321,0.0001931984,0.9673984,0.0006866364,0.0001390227,0.0000619765,0.001117093,0.002133514,0.000654383,0.0001095897,0.02381149,0.0009523548],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983728,0.002684315,0.00006591468,0.006466155,0.001803526,0.002274637,0.0002943811,0.001096472,0.001586592],"genre_scores_gemma":[0.9632915,0.003030741,0.0006680676,0.0006530278,0.00115451,0.0002691029,0.001415158,0.0002893314,0.02922855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07011772,"threshold_uncertainty_score":0.9995128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0317950351606547,"score_gpt":0.2996612836175807,"score_spread":0.267866248456926,"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."}}