{"id":"W4319079614","doi":"10.1099/acmi.0.000470.v3","title":"Investigating Klebsiella pneumoniae biofilm preservation for scanning electron microscopy","year":2023,"lang":"en","type":"article","venue":"Access Microbiology","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institutes of Health; National Institute of Allergy and Infectious Diseases; Queen's University; Queen's University Belfast; National Taiwan University Hospital; University of Texas at Austin","keywords":"Biofilm; Scanning electron microscope; Klebsiella pneumoniae; Microbiology; Extracellular polymeric substance; Microscopy; Chemistry; Materials science; Biology; Bacteria; Escherichia coli; Medicine; Pathology; Biochemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009191516,0.0006049832,0.0003345222,0.0003749527,0.0004600782,0.0006547113,0.000388775,0.0006693026,0.001003217],"category_scores_gemma":[0.000919611,0.0002981497,0.0003505393,0.0004678558,0.0002967142,0.0007293341,0.0005516731,0.0005268759,0.0003313301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003835357,"about_ca_system_score_gemma":0.00047469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001819937,"about_ca_topic_score_gemma":0.004272022,"domain_scores_codex":[0.9994386,0.0001139265,0.00005428155,0.00007869634,0.0001815694,0.0001329156],"domain_scores_gemma":[0.9994873,0.0001389369,0.0001080903,0.00004008464,0.0001926255,0.00003293853],"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":[0.00002395413,0.00001751852,0.0005185461,0.0001108951,0.00000440089,0.00004013793,0.00007283299,0.00004839934,0.9979501,0.00004110416,0.00001880111,0.001153291],"study_design_scores_gemma":[0.000004653286,0.0005387772,0.01505896,0.00007195733,0.00003945212,0.0002495139,0.0003262043,0.000814007,0.9794769,0.0001045748,0.003293235,0.00002176134],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9788452,0.004365856,0.01399227,0.0002313434,0.00006402803,0.0001750978,0.0004152895,0.00006537861,0.001845663],"genre_scores_gemma":[0.956314,0.005844196,0.03389444,0.0001812986,0.00002093199,0.0002518045,0.0008029676,0.00008911428,0.002601159],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.001819937,"threshold_uncertainty_score":0.004860997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0247612017982017,"score_gpt":0.3152952564850187,"score_spread":0.290534054686817,"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."}}