{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008727311,0.000310272,0.000645627,0.00008472621,0.0002211155,0.0000137058,0.0003003102,0.0005964768,0.00004734049],"category_scores_gemma":[0.002158698,0.0003038911,0.0002378795,0.0003261055,0.00024445,0.000008657786,0.0002648109,0.0002874448,0.00004952659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003944605,"about_ca_system_score_gemma":0.0001773677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00234014,"about_ca_topic_score_gemma":0.0006891973,"domain_scores_codex":[0.9958774,0.001476519,0.001070516,0.0008180968,0.0001128978,0.0006445954],"domain_scores_gemma":[0.9978096,0.0005073284,0.0005025282,0.000602808,0.0003579989,0.0002196733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006499336,0.0001607792,0.0597592,0.00006388548,0.00026422,0.000008121821,0.0006200146,0.00002868288,0.9309514,0.000104768,0.006258509,0.001130449],"study_design_scores_gemma":[0.006032132,0.008128776,0.3756314,0.00031804,0.0004515373,0.00006382693,0.001585555,0.0002315781,0.5968047,0.000705702,0.008363255,0.001683577],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932145,0.0003132413,0.0001599303,0.002646615,0.001904146,0.0004579003,0.00116411,0.0001111772,0.00002832398],"genre_scores_gemma":[0.9918107,0.000423534,0.0007189591,0.001404129,0.0003875056,0.00001769197,0.005155217,0.0000437923,0.00003847186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3341468,"threshold_uncertainty_score":0.9999413,"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."}}