{"id":"W4361255692","doi":"10.53350/pjmhs2023173182","title":"Antimicrobial Activity of Gram Negative Bacteria in Blood Cultures: A Study with Blood Agar in ICU of LGH, Lahore","year":2023,"lang":"en","type":"article","venue":"","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Continental (Canada)","funders":"","keywords":"Amikacin; Medicine; Levofloxacin; Cefepime; Imipenem; Meropenem; Ceftazidime; Ciprofloxacin; Microbiology; Blood culture; Piperacillin; Internal medicine; Cefotaxime; Antibiotic resistance; Antibiotics; Biology; Bacteria","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":[0.0002619368,0.000114327,0.0002230604,0.00008540519,0.00001784174,0.00001351308,0.000131177,0.00008831073,0.00001888865],"category_scores_gemma":[0.0001722579,0.00009551219,0.0000392953,0.0003877939,0.00006995181,0.000006551428,0.00008924137,0.00007389321,0.000001292468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004708814,"about_ca_system_score_gemma":0.00005794267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008060734,"about_ca_topic_score_gemma":0.00703605,"domain_scores_codex":[0.9990579,0.0001295179,0.0002741115,0.0003111819,0.0000794662,0.0001477814],"domain_scores_gemma":[0.9994659,0.00002168234,0.0001226171,0.0002677293,0.0000949469,0.00002708973],"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":[0.0001683032,0.001064099,0.1312679,0.00003579271,0.0000447541,0.000004742334,0.0006607176,0.00001036287,0.8665975,0.000004706097,0.00002652032,0.0001146004],"study_design_scores_gemma":[0.00129952,0.0003527749,0.360147,0.00002577181,0.00001907519,0.0000019522,0.0005813575,0.000005965044,0.6374715,0.000005447273,0.000006634932,0.0000830469],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993246,0.000002903026,0.000004449766,0.00003556337,0.00003396337,0.0003986933,0.00002627348,0.00001283889,0.0001606973],"genre_scores_gemma":[0.9993851,0.00001378428,0.000314199,0.00000977529,0.00002092127,0.00001467937,0.00005280861,0.00001022405,0.0001785441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2291261,"threshold_uncertainty_score":0.3926281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0137471209181263,"score_gpt":0.2723109033131484,"score_spread":0.2585637823950221,"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."}}