{"id":"W4409518962","doi":"10.21203/rs.3.rs-5671518/v1","title":"Whole-Genome Sequencing Insights into Porin-Mediated Resistance and Spread of ESBL- Producing Klebsiella pneumoniae in a Ghanaian Teaching Hospital","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"National Research Foundation","keywords":"Klebsiella pneumoniae; Whole genome sequencing; Porin; Resistance (ecology); Teaching hospital; Genome; Biology; Microbiology; Genetics; Gene; Medicine; Family 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":[0.0002027972,0.000313051,0.0002698401,0.0005971785,0.0004401747,0.0007303742,0.000277921,0.0005884717,0.002274657],"category_scores_gemma":[0.000800548,0.0002807006,0.0001941174,0.001354784,0.0003779341,0.0003523091,0.0003646782,0.0004790994,0.0002774907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008645843,"about_ca_system_score_gemma":0.001148735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03543301,"about_ca_topic_score_gemma":0.02956903,"domain_scores_codex":[0.9997637,0.00004576761,0.00001444169,0.00005794326,0.0000397543,0.00007842452],"domain_scores_gemma":[0.9996827,0.00007591415,0.00009299502,0.00001269805,0.00006075397,0.00007500884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001714871,0.0002863969,0.7321882,0.0004006378,0.0001210707,0.01099455,0.01351499,0.002667828,0.1892919,0.000933003,0.002945632,0.04494093],"study_design_scores_gemma":[0.00002771843,0.0001598707,0.9753745,0.00005545238,0.00005300551,0.001933904,0.01071789,0.001322773,0.005490058,0.00026403,0.004583172,0.00001762348],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978045,0.000168664,0.0003019681,0.0003346456,0.000006115656,0.00001097606,0.000911719,0.00001024066,0.0004511577],"genre_scores_gemma":[0.9968038,0.0004516766,0.001042092,0.0001167444,0.00001001699,0.000008276477,0.0006970933,0.00001423608,0.0008561177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03543301,"threshold_uncertainty_score":0.07045352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01799511483885919,"score_gpt":0.3203689009971475,"score_spread":0.3023737861582884,"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."}}