{"id":"W2769317714","doi":"10.1016/j.jamda.2017.09.018","title":"Utilization of Antibiotics in Long-Term Care Facilities in British Columbia, Canada","year":2017,"lang":"en","type":"article","venue":"Journal of the American Medical Directors Association","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; BC Centre for Disease Control; University of British Columbia","funders":"","keywords":"Medicine; Nitrofurantoin; Medical prescription; Amoxicillin; Antibiotics; Moxifloxacin; Respiratory tract infections; Ciprofloxacin; Long-term care; Antimicrobial stewardship; Defined daily dose; Population; Internal medicine; Pediatrics; Antibiotic resistance; Environmental health; Respiratory system; Pharmacology","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":[],"consensus_categories":[],"category_scores_codex":[0.0005929962,0.00005662533,0.0003832718,0.00007486255,0.00008245388,0.00004914673,0.0002146444,0.00005049863,0.00006173498],"category_scores_gemma":[0.003992499,0.00006319034,0.00008793285,0.0002086711,0.0001089953,0.000104116,0.00005538635,0.0003183901,2.235759e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001710343,"about_ca_system_score_gemma":0.0007553961,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8525968,"about_ca_topic_score_gemma":0.9777044,"domain_scores_codex":[0.9981396,0.0001451649,0.0005194493,0.00008046163,0.0009619091,0.0001533821],"domain_scores_gemma":[0.9979334,0.0001251385,0.001442824,0.0001864812,0.0002316601,0.00008050248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001492887,0.0002549235,0.9785327,0.00007566266,0.0000527846,0.00008137081,0.0001534308,0.00001072525,0.00001499727,4.697438e-7,0.0008050394,0.02000296],"study_design_scores_gemma":[0.0006652014,0.0002392205,0.9973973,0.0005793504,0.0000490061,0.00002293972,0.0005216653,0.00003242878,0.00007799842,0.000004656274,0.0003594476,0.00005079212],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978297,0.0001190185,0.00001220209,0.0009731723,0.0005139042,0.0001402286,0.00001209738,0.000003332128,0.0003963296],"genre_scores_gemma":[0.9988346,0.000419025,0.00002146956,0.0001098875,0.00008089285,3.32659e-7,0.000003683629,0.000007469112,0.0005226209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1251077,"threshold_uncertainty_score":0.4779682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01058150606671337,"score_gpt":0.2773027461015549,"score_spread":0.2667212400348415,"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."}}