{"id":"W3124196836","doi":"10.1093/jacamr/dlaa113","title":"Evaluating the safety and effectiveness of a nurse-led outpatient virtual IV vancomycin monitoring clinic: a retrospective cohort study","year":2020,"lang":"en","type":"article","venue":"JAC-Antimicrobial Resistance","topic":"Antibiotics Pharmacokinetics and Efficacy","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; University of Toronto; University Health Network; St Joseph's Health Care; Western University","funders":"","keywords":"Medicine; Vancomycin; Retrospective cohort study; Adverse effect; Cohort; Discontinuation; Renal function; Intensive care medicine; Emergency medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00149808,0.0002621693,0.0008034538,0.00004609967,0.0002013757,0.00003161498,0.0001806884,0.00008223852,0.00002317232],"category_scores_gemma":[0.001129599,0.0001998425,0.0001404637,0.000374384,0.0001988338,0.00005164329,0.0001085011,0.0004756813,0.000009483242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001237658,"about_ca_system_score_gemma":0.00009759718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002811097,"about_ca_topic_score_gemma":0.000006012577,"domain_scores_codex":[0.9974701,0.0004630627,0.00065206,0.0006031179,0.0005149188,0.0002967344],"domain_scores_gemma":[0.9981802,0.000617395,0.0003338287,0.0003761346,0.0003435235,0.0001488954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01193651,0.0005738203,0.8659592,0.000345293,0.0003813444,0.00002503762,0.002327021,0.0001181343,0.1175459,0.00006506086,0.0001870393,0.0005355422],"study_design_scores_gemma":[0.00516495,0.002196914,0.973644,0.0006381511,0.0005224461,0.000003071039,0.0004529575,0.0006162872,0.01642996,0.000006277414,0.0001256857,0.000199338],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995487,0.0001425869,0.0004389957,0.0004504031,0.0004114115,0.002380401,0.00003072326,0.00004229094,0.0006161862],"genre_scores_gemma":[0.9984525,0.0001040475,0.0007980266,0.0001204659,0.0002409232,0.00001138794,0.000006294396,0.00004333098,0.0002230251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1076847,"threshold_uncertainty_score":0.8149342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03035521752686187,"score_gpt":0.3573586685934527,"score_spread":0.3270034510665908,"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."}}