{"id":"W3097605078","doi":"10.1017/ice.2020.566","title":"Prevalence of Healthcare-Associated Infections and Antimicrobial Resistance in Rural Alberta Acute-Care Facilities","year":2020,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Public Health Agency of Canada; Glenrose Rehabilitation Hospital; Alberta Health Services","funders":"","keywords":"Medicine; Antibiotic resistance; Ceftriaxone; Acute care; Antimicrobial; Antibiotics; Emergency medicine; Internal medicine; Health care; Intensive care medicine; Microbiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002340743,0.0001812458,0.0006270265,0.00007268631,0.0001510721,0.000004572053,0.00006046973,0.0003515527,0.00003344769],"category_scores_gemma":[0.0009755867,0.0001619091,0.00008361873,0.000118177,0.0005264239,0.0001070652,0.00004480348,0.0003174078,0.00001229013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002981596,"about_ca_system_score_gemma":0.00004229884,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007653778,"about_ca_topic_score_gemma":0.006530868,"domain_scores_codex":[0.9982696,0.0005202439,0.0005388536,0.000325197,0.00001737133,0.0003287157],"domain_scores_gemma":[0.998727,0.0007783818,0.0002531236,0.000102905,0.000092082,0.00004652415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002587784,0.00008408576,0.9890299,0.0005256472,0.0001859562,0.000001850441,0.002144926,0.000009589114,0.003125489,0.003408839,0.0005785489,0.0006463436],"study_design_scores_gemma":[0.003000296,0.001079016,0.9918456,0.0002132098,0.00009800042,0.00001253232,0.0003536108,0.00003277598,0.0003125037,0.0004789475,0.00231471,0.0002588118],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9781744,0.01117259,0.000310064,0.009191264,0.000364164,0.0003326375,0.0001842371,0.00003729624,0.0002333604],"genre_scores_gemma":[0.9952852,0.003503866,0.0000218436,0.000686162,0.00002565962,0.00001154649,0.00002743592,0.00000804259,0.0004302631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01711079,"threshold_uncertainty_score":0.9989544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009902840185843009,"score_gpt":0.2499059734738844,"score_spread":0.2400031332880414,"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."}}