{"id":"W4213417498","doi":"10.1101/2022.02.20.481232","title":"Prevalence Of Multi Drug Resistant Bacteria On Environmental And Medical Device Surfaces Of Korea Nepal Friendship Hospital","year":2022,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Dental Research and COVID-19","field":"Dentistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CancerCare Manitoba","funders":"","keywords":"Acinetobacter; Micrococcus; Microbiology; Klebsiella; Coagulase; Veterinary medicine; Proteus; Staphylococcus; Biology; Staphylococcus aureus; Bacteria; Antibiotics; Medicine; Escherichia coli","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":[0.0001862623,0.0002899733,0.0001967512,0.001010294,0.0004475952,0.0007755591,0.0002758272,0.000363978,0.002998641],"category_scores_gemma":[0.0008874557,0.0003555296,0.0002155175,0.0007078855,0.0003789298,0.0005250986,0.0007106216,0.0003598568,0.0003228379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001920654,"about_ca_system_score_gemma":0.0003955083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00318616,"about_ca_topic_score_gemma":0.00494711,"domain_scores_codex":[0.9995854,0.00006117338,0.00005746795,0.0001047796,0.0001014237,0.00008973367],"domain_scores_gemma":[0.9994062,0.00009545061,0.0002404145,0.00002962782,0.0001156093,0.0001127385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006084786,0.00007237697,0.9913652,0.00009191802,0.00002289208,0.001342597,0.001274211,0.00001589244,0.002139564,0.00002707136,0.0002057157,0.003381672],"study_design_scores_gemma":[0.000003206728,0.0002418048,0.9901758,0.00005108818,0.00002280831,0.003417698,0.004566631,0.00007001249,0.0007272119,0.00002197464,0.0006896727,0.00001200915],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988455,0.0002228567,0.00004009804,0.00004359115,0.000002809515,0.00001355233,0.0002322137,0.000002181443,0.0005970916],"genre_scores_gemma":[0.9989864,0.0002845312,0.00008438405,0.00004886901,0.000004249817,0.00001406728,0.0002005437,0.000001636074,0.000375298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00318616,"threshold_uncertainty_score":0.01003146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01609449780903685,"score_gpt":0.2618008440424419,"score_spread":0.2457063462334051,"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."}}