{"id":"W2110191578","doi":"10.1017/s0950268809002283","title":"Effect of environmental factors on the spatio-temporal patterns of influenza spread","year":2009,"lang":"en","type":"article","venue":"Epidemiology and Infection","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"U.S. National Library of Medicine; National Institute of Allergy and Infectious Diseases; Canadian Institutes of Health Research; National Institutes of Health","keywords":"Environmental health; Geography; Medicine; Virology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001391441,0.0001104101,0.0003953438,0.0000797365,0.00007352257,7.180779e-7,0.00002549886,0.0001034669,0.00007835373],"category_scores_gemma":[0.002063125,0.00006023806,0.00008436887,0.00004254114,0.0001876012,0.00004020385,0.00002072264,0.0002142753,0.000005627016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003065941,"about_ca_system_score_gemma":0.000006498904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002319745,"about_ca_topic_score_gemma":0.000006271513,"domain_scores_codex":[0.9987234,0.0005993731,0.0003055446,0.0001335587,0.00008233038,0.0001557219],"domain_scores_gemma":[0.9978619,0.001776202,0.0001607368,0.0001500947,0.00001275814,0.00003829129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004729626,0.00005557804,0.9900785,0.00004711613,0.00006160669,5.02832e-7,0.0001231673,0.00001620224,0.001415928,0.0002956579,0.0001471381,0.007285616],"study_design_scores_gemma":[0.0005271579,0.004624136,0.9718391,0.00005257683,0.00003833394,0.000003097478,0.00001240838,0.00003237314,0.02168086,0.000153185,0.0009964426,0.00004028179],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985793,0.0002269048,0.0000459602,0.0003151823,0.00005088157,0.0003114369,0.00001330337,0.00001166941,0.0004453673],"genre_scores_gemma":[0.9989403,0.0002834538,0.000006655722,0.0006790779,0.00004201394,0.000008029024,0.00001477387,0.000003789697,0.00002183193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02026493,"threshold_uncertainty_score":0.2469902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06964869121353706,"score_gpt":0.3827893424298725,"score_spread":0.3131406512163354,"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."}}