{"id":"W4252432036","doi":"10.21203/rs.3.rs-328922/v1","title":"Clinical Outcomes and Safety of Polymyxin B in the Treatment of Carbapenem-resistant Gram-negative Bacterial Infections: a Real-world Multicenter Study","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Henan University; Zhengzhou University; Henan University of Science and Technology; National Natural Science Foundation of China","keywords":"Medicine; Procalcitonin; Internal medicine; Polymyxin; Septic shock; Polymyxin B; Mechanical ventilation; Mortality rate; Gastroenterology; APACHE II; Univariate analysis; Carbapenem; Logistic regression; Antibiotics; Sepsis; Microbiology; Intensive care unit; Biology; Multivariate analysis","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":[0.003248453,0.0005652716,0.001094862,0.0004899019,0.0004660373,0.001430265,0.0006093793,0.001428717,0.001624134],"category_scores_gemma":[0.006444843,0.0003192468,0.001063393,0.001129986,0.0008063614,0.001289218,0.0006894584,0.0009312844,0.0003049838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008138263,"about_ca_system_score_gemma":0.0006614219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001216528,"about_ca_topic_score_gemma":0.0008484728,"domain_scores_codex":[0.9969644,0.001595706,0.0002366021,0.0005660158,0.0003304684,0.0003066862],"domain_scores_gemma":[0.994232,0.001195354,0.002453608,0.0005064951,0.0005311715,0.001081276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04619059,0.001751698,0.9375045,0.0001642552,0.001834828,0.0002580096,0.0002335499,0.0002754721,0.001452248,0.00007873142,0.0008727561,0.009383317],"study_design_scores_gemma":[0.003086014,0.00679919,0.9873203,0.00004344745,0.0006488018,0.0002878596,0.0003607181,0.000436268,0.0002723869,0.00008219888,0.0006216622,0.00004099912],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985178,0.0007008362,0.00006900243,0.00009034337,0.00001330335,0.00002522097,0.0003962669,0.000002391546,0.0001847802],"genre_scores_gemma":[0.9985412,0.0002529331,0.0001003123,0.0001089527,0.00005847251,0.00003300624,0.000799865,0.000003628448,0.0001017081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003248453,"threshold_uncertainty_score":0.01717967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05669286766061973,"score_gpt":0.4330604483705652,"score_spread":0.3763675807099455,"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."}}