{"id":"W1985594167","doi":"10.1086/674858","title":"Healthcare-Associated Influenza in Canadian Hospitals from 2006 to 2012","year":2014,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; Ottawa Hospital; Alberta Hospital Edmonton; Mount Sinai Hospital; Royal University Hospital; University of Alberta Hospital; Public Health Agency of Canada; North York General Hospital; McGill University Health Centre","funders":"","keywords":"Medicine; Health care; Acute care; Emergency medicine; Healthcare system; Disease; Pediatrics; Internal medicine; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":false,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002173489,0.0002308751,0.0009702069,0.0004335728,0.000166065,0.00001221545,0.00006091557,0.0003251617,0.00005843256],"category_scores_gemma":[0.01411932,0.0002044061,0.00009614512,0.0002567783,0.0001440531,0.0001333942,0.00004341766,0.0004621379,0.0001786847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004578794,"about_ca_system_score_gemma":0.0001925382,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8572232,"about_ca_topic_score_gemma":0.6471275,"domain_scores_codex":[0.9971281,0.0006353473,0.0006424422,0.0004602544,0.0001199759,0.00101392],"domain_scores_gemma":[0.9971212,0.001421537,0.0001329044,0.0002355226,0.0002386093,0.0008501835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001115249,0.0000486917,0.9829504,0.00001451268,0.0001024976,0.000007052987,0.0001552329,0.00006620467,0.00004124511,0.001213901,0.004576214,0.01071245],"study_design_scores_gemma":[0.002557455,0.001217029,0.913343,0.00006019029,0.00002595338,0.000002217494,0.00001223005,0.0005477569,0.000003719287,0.002151284,0.0798943,0.0001848949],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9548017,0.002785629,0.0002344273,0.03946602,0.0004402854,0.0009085494,0.0001117117,0.00007230776,0.001179409],"genre_scores_gemma":[0.9613248,0.0002427904,0.00009611489,0.03775617,0.0002801138,0.0001701036,0.00002362581,0.00002005434,0.00008621362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2100957,"threshold_uncertainty_score":0.9941851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04172200289112396,"score_gpt":0.3723389886692041,"score_spread":0.3306169857780801,"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."}}