{"id":"W4294990689","doi":"10.1111/irv.13037","title":"Influenza surveillance systems using traditional and alternative sources of data: A scoping review","year":2022,"lang":"en","type":"review","venue":"Influenza and Other Respiratory Viruses","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"World Health Organization","keywords":"Medicine; Computer science; Virology","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"],"consensus_categories":[],"category_scores_codex":[0.001355498,0.0005668715,0.00293298,0.0002940813,0.0001515464,0.00006672786,0.0004748023,0.0001479016,0.0002107702],"category_scores_gemma":[0.00052492,0.0004777094,0.0001961238,0.0003847003,0.0003942865,0.0003351249,0.0003745203,0.0003906373,0.000007732735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009399628,"about_ca_system_score_gemma":0.0009230115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001653907,"about_ca_topic_score_gemma":0.00002047326,"domain_scores_codex":[0.9957675,0.0008354808,0.001540715,0.0009202709,0.0006272511,0.0003088308],"domain_scores_gemma":[0.9963984,0.0007328216,0.001362882,0.001187777,0.00008577312,0.0002323372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001944231,0.0002491442,0.05151041,0.783922,0.001872425,0.000218539,0.0001316648,0.000017726,0.00000485873,0.0002050703,0.0007666325,0.1609071],"study_design_scores_gemma":[0.0004815768,0.00008881283,0.00005569513,0.2007094,0.0005601664,0.000106196,0.00001350599,0.00000782351,3.580069e-7,0.000002844636,0.797636,0.0003375524],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001700492,0.9890875,0.000006045576,5.794348e-7,0.0001361527,0.002127472,0.006718093,0.00006759853,0.0001560444],"genre_scores_gemma":[0.000003671309,0.9800207,0.00006715414,0.01925509,0.0003232175,0.0001687379,0.00003245127,0.0001273821,0.000001564198],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7968694,"threshold_uncertainty_score":0.9997675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5626952246983624,"score_gpt":0.485437094938268,"score_spread":0.07725812976009444,"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."}}