{"id":"W4389924755","doi":"10.1017/ash.2023.506","title":"Patient predictors of pathogenic versus commensal Gram-positive bacilli organisms isolated from blood cultures","year":2023,"lang":"en","type":"article","venue":"Antimicrobial Stewardship & Healthcare Epidemiology","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Blood culture; Bacilli; Sepsis; Medicine; Immunosuppression; Internal medicine; Isolation (microbiology); Biology; Microbiology; Immunology; Antibiotics; Bacteria","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008402574,0.0002623729,0.0003128895,0.0005858124,0.0003631045,0.0008075124,0.0003271873,0.0003977466,0.002328314],"category_scores_gemma":[0.004729628,0.0002441187,0.0005284091,0.0009658525,0.0002580674,0.0004416596,0.0004272851,0.0007957443,0.0001746252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003691854,"about_ca_system_score_gemma":0.0006230694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003480264,"about_ca_topic_score_gemma":0.005263776,"domain_scores_codex":[0.9994673,0.00009945968,0.00007497666,0.000108019,0.0001205597,0.0001296852],"domain_scores_gemma":[0.9964659,0.0009469399,0.001580557,0.0001702806,0.0002974883,0.0005387716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005373095,0.000007812759,0.9996013,0.000002718457,0.00001402633,0.0000292711,0.000009172019,0.00001683118,0.00003415309,0.000004710157,0.00003632686,0.0001899962],"study_design_scores_gemma":[0.000007070036,0.0001055922,0.9987753,0.00001198479,0.00003938629,0.0003152368,0.0001498969,0.0004187852,0.0000677519,0.00001594603,0.0000900147,0.000003080516],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993273,0.0001541554,0.00005173461,0.00003773355,0.000007524819,0.000004479954,0.0002441845,0.000001947181,0.0001710093],"genre_scores_gemma":[0.9996413,0.00005312386,0.00003983638,0.00001054384,0.00001071552,0.000003143427,0.0001954692,7.966041e-7,0.00004499543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003480264,"threshold_uncertainty_score":0.007788956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03626798605266092,"score_gpt":0.3124180113475485,"score_spread":0.2761500252948876,"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."}}