{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001890668,0.0002009256,0.0002336916,0.0004292412,0.0001856023,0.0005325276,0.0001927798,0.0002253403,0.001181295],"category_scores_gemma":[0.007496206,0.0001737142,0.0005262142,0.000675771,0.0003129235,0.0003524996,0.0004297286,0.0003048373,0.000131393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002441003,"about_ca_system_score_gemma":0.0003545056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006967301,"about_ca_topic_score_gemma":0.01121622,"domain_scores_codex":[0.9982061,0.0012552,0.00009133935,0.0002080737,0.000119259,0.0001199608],"domain_scores_gemma":[0.9926923,0.005017459,0.001252057,0.0004377829,0.0002366951,0.0003638139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004825935,0.00004550561,0.9899685,0.00002101185,0.000479528,0.00008890298,0.00008892589,0.00150341,0.001615924,0.00008945716,0.00005183915,0.005564471],"study_design_scores_gemma":[0.000002476629,0.00005650964,0.9988153,0.000003724049,0.00004377513,0.00003824512,0.00004298809,0.0007658524,0.0001025182,0.00005362853,0.00007261332,0.000002452153],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981687,0.0005896172,0.0004073036,0.00008044984,0.0000051594,0.000003904244,0.0002053009,0.000005253569,0.0005344014],"genre_scores_gemma":[0.9994349,0.0001506779,0.0001633224,0.00001286279,0.000004360046,0.000002227654,0.0001309973,0.000003985356,0.00009657253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006967301,"threshold_uncertainty_score":0.01385349,"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."}}