{"id":"W3007816339","doi":"10.1186/s12877-019-1402-x","title":"Development and validation of a screening tool for early identification of bloodstream infection in older patients – a retrospective case-control study","year":2020,"lang":"en","type":"article","venue":"BMC Geriatrics","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Hospital; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Logistic regression; Odds ratio; Retrospective cohort study; Internal medicine; Blood urea nitrogen; Cohort; Gastroenterology; Creatinine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003606587,0.00006917858,0.0001236259,0.00005209764,0.00003576431,0.0000197022,0.00003458899,0.00005792621,0.00000152739],"category_scores_gemma":[0.0007142009,0.00007726777,0.00002918665,0.000152793,0.00001120517,0.00001039155,0.00002628707,0.00002636285,1.700074e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001169433,"about_ca_system_score_gemma":0.0000355689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004728434,"about_ca_topic_score_gemma":0.00006803302,"domain_scores_codex":[0.9991175,0.00006490004,0.000438872,0.0002332244,0.00007764234,0.00006784544],"domain_scores_gemma":[0.9993336,0.00002212522,0.0002792171,0.0001041475,0.0002385328,0.00002242867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001006768,0.0001841057,0.907987,0.00006400619,0.00001628234,1.772135e-7,0.0008943099,0.00002701038,0.08949615,0.000003028949,0.000002056708,0.001225206],"study_design_scores_gemma":[0.001664387,0.0002146185,0.9412028,0.000004342109,0.00003135894,7.400518e-7,0.0001293885,0.0002076141,0.05646861,0.000003485194,0.000004057548,0.00006855496],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798732,0.000007935809,0.01916664,0.000004347375,0.00004426741,0.0008646937,0.00003188272,0.000005489067,0.000001591441],"genre_scores_gemma":[0.9966895,0.000001637364,0.003163143,0.000004335333,0.0000343525,0.00004566366,0.00004944743,0.000007689851,0.000004237885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03321585,"threshold_uncertainty_score":0.3150888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0218401839756279,"score_gpt":0.2572367566292698,"score_spread":0.2353965726536419,"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."}}