{"id":"W1964469344","doi":"10.1371/journal.pone.0044103","title":"The Impact of Infection on Population Health: Results of the Ontario Burden of Infectious Diseases Study","year":2012,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":129,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Toronto Public Health; Public Health Agency of Canada; St. Michael's Hospital; Ottawa Hospital; Institute for Clinical Evaluative Sciences; University of British Columbia; University of Guelph; Public Health Ontario; Centre for Global Health Research; University of Toronto","funders":"Canadian Institutes of Health Research; Ontario Ministry of Health and Long-Term Care; Public Health Agency of Canada; Institute for Clinical Evaluative Sciences; Gilead Sciences; Public Health Agency; Sanofi; University of Toronto; GlaxoSmithKline; Department of Family and Community Medicine, University of Toronto; Pfizer","keywords":"Medicine; Infectious disease (medical specialty); Disease burden; Population; Disease; Environmental health; Immunology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008194085,0.00005375632,0.0001941558,0.00003080294,0.000360448,0.000008294794,0.00007807678,0.00003139089,0.00001587333],"category_scores_gemma":[0.000724295,0.00003037546,0.00008276881,0.0001738028,0.00006875151,0.00009263856,0.0000212941,0.00008208522,0.000001039746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003525367,"about_ca_system_score_gemma":0.0002556597,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8901133,"about_ca_topic_score_gemma":0.456024,"domain_scores_codex":[0.9986592,0.0003162814,0.0003318095,0.00005980092,0.0004250064,0.0002079235],"domain_scores_gemma":[0.9989476,0.0003417314,0.000356019,0.0001870228,0.0000883201,0.0000793066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005831054,0.001399664,0.9760782,0.00004042636,0.00005534321,8.458858e-9,0.02127969,0.00004222384,0.00000235156,0.0004874844,0.00007648295,0.0004798544],"study_design_scores_gemma":[0.0002803317,0.0003712823,0.9980853,0.0000865926,0.00002827816,1.537468e-8,0.0008784362,0.000004511544,0.00001759364,0.0001649395,0.00005511415,0.00002762308],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975432,0.0000820987,2.921031e-7,0.0007572889,0.0001174492,0.0006006869,0.00001655107,0.0000106679,0.00087174],"genre_scores_gemma":[0.9995831,0.00007022059,0.000002290689,0.00003219879,0.0001285699,0.000009229454,0.000002407041,0.000003806026,0.0001681819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4340893,"threshold_uncertainty_score":0.5539021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07260470885534286,"score_gpt":0.363171432593722,"score_spread":0.2905667237383792,"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."}}