{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004007996,0.0005891616,0.0002105883,0.002032148,0.000976501,0.0007180168,0.0009177309,0.0006181747,0.005230946],"category_scores_gemma":[0.002139918,0.0003329222,0.0002910078,0.002601328,0.0002882086,0.001098043,0.001284522,0.0007254526,0.00106871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001187354,"about_ca_system_score_gemma":0.001772796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1383187,"about_ca_topic_score_gemma":0.2032353,"domain_scores_codex":[0.9995028,0.00005556081,0.0001067136,0.00009750557,0.0001424593,0.00009491055],"domain_scores_gemma":[0.9982326,0.00008615196,0.0007909606,0.00005948906,0.0004640512,0.0003666418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009015783,0.00009327113,0.9416564,0.0002344389,0.0000591155,0.0002580023,0.000439329,0.0001989418,0.0002014985,0.0001016524,0.04781774,0.00884954],"study_design_scores_gemma":[0.00001811144,0.00004011576,0.9917693,0.0001569339,0.00001667599,0.00031897,0.001389531,0.0002849655,0.00008730764,0.00004175446,0.005864142,0.00001215629],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.733862,0.002066952,0.0004649988,0.001737898,0.0002881508,0.0009349558,0.2455014,0.0002312056,0.01491253],"genre_scores_gemma":[0.8419023,0.003392479,0.001102982,0.001491385,0.0002559102,0.001192894,0.1426437,0.00005540476,0.007962984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1383187,"threshold_uncertainty_score":0.2750272,"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."}}