{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005393506,0.0006487942,0.0004627531,0.001236928,0.0008384755,0.0008096016,0.0003518122,0.0005775727,0.001194581],"category_scores_gemma":[0.00160035,0.0005445664,0.0003281948,0.0008934767,0.0006203188,0.0006647038,0.0004362556,0.0005179681,0.0002792647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005547088,"about_ca_system_score_gemma":0.0007181444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00381227,"about_ca_topic_score_gemma":0.005922383,"domain_scores_codex":[0.999267,0.0002092639,0.00008715976,0.0001381546,0.0001483362,0.0001499968],"domain_scores_gemma":[0.9984986,0.0003309154,0.0005147506,0.00003988677,0.0002548088,0.000361041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002988151,0.0005646595,0.9891466,0.0001727346,0.00004167797,0.002038061,0.001872373,0.00002894,0.002030478,0.00001718918,0.0002370798,0.003551362],"study_design_scores_gemma":[0.00003458749,0.002429606,0.9892965,0.00005631199,0.00003650339,0.003059312,0.004085119,0.00009309563,0.0003878833,0.00002006606,0.0004828142,0.00001818865],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999019,0.0004716727,0.0000433479,0.00006655985,0.000008801268,0.00002479451,0.00008782633,0.000001906967,0.0002760814],"genre_scores_gemma":[0.9981009,0.0009353323,0.0001919054,0.0001471015,0.00003945753,0.00004274488,0.0002145048,0.000001822133,0.000326087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00381227,"threshold_uncertainty_score":0.007580161,"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."}}