{"id":"W1732871190","doi":"10.1002/pds.2332","title":"A systematic review of validated methods for identifying infection related to blood products, tissue grafts, or organ transplants using administrative data","year":2012,"lang":"en","type":"review","venue":"Pharmacoepidemiology and Drug Safety","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Hamilton Health Sciences Foundation; U.S. Department of Health and Human Services","keywords":"Medicine; Intensive care medicine; Organ transplantation; Surgery; Transplantation","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01226064,0.0004634819,0.002581044,0.0001077789,0.0001741444,0.00001534761,0.000454211,0.0003647094,0.00004586488],"category_scores_gemma":[0.0100801,0.0003551008,0.0001874315,0.0003703437,0.0000974847,0.00002572086,0.0002444685,0.0002630367,0.000004933595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002521645,"about_ca_system_score_gemma":0.0002972026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003592975,"about_ca_topic_score_gemma":0.00001121059,"domain_scores_codex":[0.9905671,0.005695838,0.002320079,0.0009861047,0.00007083877,0.0003599845],"domain_scores_gemma":[0.995995,0.001225525,0.001389238,0.0009577138,0.000260772,0.0001717332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00007904341,0.0001067178,0.00001353312,0.9521677,0.00111042,0.000001069235,0.00007519832,2.608014e-7,0.01714416,0.0000171223,0.0002150024,0.02906972],"study_design_scores_gemma":[0.001107528,0.0002487501,0.00001918181,0.4952256,0.04052751,0.0009428164,0.00003383425,0.00008061384,0.01265668,0.00002831922,0.4476503,0.001478871],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000701271,0.980094,0.01388488,0.00009410785,0.0005642388,0.004495221,0.0007597516,0.00002958432,0.00000809113],"genre_scores_gemma":[0.00008706228,0.9695936,0.02419051,0.0001599348,0.0001511112,0.0001892474,0.005392527,0.00005192015,0.0001840551],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4569421,"threshold_uncertainty_score":0.9998901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3335103676184228,"score_gpt":0.5449667782656381,"score_spread":0.2114564106472153,"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."}}