{"id":"W4409716498","doi":"10.1016/j.cmicom.2025.105077","title":"Are bactericidal antibiotics necessary to effectively treat bloodstream infections?","year":2025,"lang":"en","type":"article","venue":"CMI Communications","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Antibiotics; Bloodstream infection; Medicine; Microbiology; Intensive care medicine; Biology","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":[0.0001671849,0.0001248989,0.0001336943,0.00009934013,0.0003575235,0.00008630608,0.0005260888,0.0001074253,0.00001377336],"category_scores_gemma":[0.0006492601,0.0001366225,0.00007411425,0.0003690359,0.00009875205,0.000006857821,0.000460978,0.0001134007,0.00005243126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003137357,"about_ca_system_score_gemma":0.00006120228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008463017,"about_ca_topic_score_gemma":0.0004943424,"domain_scores_codex":[0.9991201,0.0001871618,0.0002274165,0.0002690391,0.00004658269,0.000149729],"domain_scores_gemma":[0.9979214,0.00007983371,0.0001012252,0.001636492,0.000190587,0.00007046147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001722841,0.0005339009,0.1941562,0.00003312253,0.00006500044,2.910236e-7,0.00006312304,0.00002007922,0.7944626,0.0007602235,0.005206652,0.004681497],"study_design_scores_gemma":[0.0005285014,0.0001357818,0.8042665,0.00009764416,0.00007888172,0.000006445201,0.0003478268,0.000124181,0.1135065,0.0001662925,0.08042868,0.0003127863],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866006,0.0001813246,0.002148884,0.002270305,0.0001817621,0.0003368391,0.0000410093,0.00006989232,0.008169327],"genre_scores_gemma":[0.9953212,0.00008501674,0.001937,0.0006435129,0.00005022795,0.00001829404,0.0002124685,0.00001267897,0.001719617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6809561,"threshold_uncertainty_score":0.5571303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02420229747164735,"score_gpt":0.3167361947604735,"score_spread":0.2925338972888262,"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."}}