{"id":"W2399400622","doi":"10.1186/s13756-016-0118-3","title":"Assessing the magnitude and trends in hospital acquired infections in Canadian hospitals through sequential point prevalence surveys","year":2016,"lang":"en","type":"article","venue":"Antimicrobial Resistance and Infection Control","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; London Health Sciences Centre; Queen Elizabeth II Health Sciences Centre; Calgary Laboratory Services; Ottawa Hospital; Alberta Hospital Edmonton; Health Sciences Centre; Hospital for Sick Children; Royal University Hospital; Public Health Agency of Canada; University of Alberta Hospital","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Medicine; Clostridium difficile; Isolation (microbiology); Infection control; Incidence (geometry); Prevalence; Pneumonia; Medical microbiology; Emergency medicine; Public health; Epidemiology; Intensive care medicine; Internal medicine; Antibiotics; Immunology; Microbiology; Pathology","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":[0.001251351,0.0002408201,0.0003996275,0.0004454518,0.0003451177,0.0001539665,0.00005281084,0.0002067171,0.00009725073],"category_scores_gemma":[0.0006187118,0.0001714819,0.00008646877,0.000538336,0.0002621043,0.0009815504,0.00002355911,0.0002398007,0.000007235359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004831016,"about_ca_system_score_gemma":0.0002932354,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1349439,"about_ca_topic_score_gemma":0.5319886,"domain_scores_codex":[0.997761,0.0005196505,0.0005153149,0.0004660593,0.0001454949,0.000592451],"domain_scores_gemma":[0.9988919,0.0002985996,0.0001521902,0.0002538552,0.000232245,0.0001712474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006982068,0.0001082236,0.9796783,0.0001299011,0.00004075536,0.00003514297,0.0002411637,0.000006034822,0.005445876,0.0003736934,0.0006236361,0.0132474],"study_design_scores_gemma":[0.004508307,0.0002510452,0.9915519,0.0005649145,0.00005590711,0.00006301556,0.00002680241,0.00005614772,0.0003408403,0.0001099782,0.002246257,0.0002248305],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9748375,0.0004194585,0.001256945,0.020579,0.000624066,0.0007751168,0.00004580162,0.00005665039,0.001405401],"genre_scores_gemma":[0.9970688,0.001187361,0.00003642981,0.000977073,0.0002086835,0.00008269957,0.000007782656,0.00002537839,0.0004057784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3970447,"threshold_uncertainty_score":0.8708166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01529712386467637,"score_gpt":0.3117486699794195,"score_spread":0.2964515461147432,"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."}}