{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005722468,0.0005634626,0.0004724692,0.001296979,0.002146035,0.001141532,0.001333771,0.0005052648,0.00163616],"category_scores_gemma":[0.002724521,0.0003134222,0.0006845611,0.004566562,0.0003488308,0.0004552126,0.0007801995,0.0008290534,0.000218752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04067505,"about_ca_system_score_gemma":0.04374246,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9929407,"about_ca_topic_score_gemma":0.995914,"domain_scores_codex":[0.9984267,0.00004413706,0.0001130705,0.0001723025,0.0007000688,0.0005437944],"domain_scores_gemma":[0.9964315,0.00005252967,0.0007374134,0.00005008183,0.002053571,0.0006749052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001308094,0.00002783261,0.9871078,0.0001233539,0.00006495049,0.0001054091,0.0002915997,0.0001657579,0.0001850377,0.00005981911,0.005141706,0.006595888],"study_design_scores_gemma":[0.000008650586,0.0000253126,0.9970036,0.0000520862,0.00002537835,0.00008438314,0.0003325748,0.0002032491,0.00006833998,0.000007378241,0.002180189,0.000008902854],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9288032,0.003993114,0.0003116945,0.001608543,0.0001448583,0.000182972,0.05611099,0.00007333926,0.008771233],"genre_scores_gemma":[0.9822526,0.001265277,0.0003809685,0.00038215,0.0000386076,0.00003958441,0.01454017,0.000008022804,0.001092559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04067505,"threshold_uncertainty_score":0.2951195,"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."}}