{"id":"W7105984747","doi":"10.7939/83556","title":"Water Treatment Resistance, Antimicrobial Resistance, and Pathogenicity in Klebsiella pneumoniae Isolates from Alberta Sewage","year":2025,"lang":"en","type":"dissertation","venue":"University of Alberta Library","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Klebsiella pneumoniae; Biofilm; Antimicrobial; Sewage; Antibiotic resistance; Drug resistance; Pathogenic bacteria; Bacteria","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003393468,0.00034597,0.0003229475,0.001492882,0.0008977455,0.0007843606,0.000339753,0.0003412561,0.0005493171],"category_scores_gemma":[0.0007364801,0.0002932384,0.0002767657,0.001586433,0.0003835553,0.0001455575,0.0004721203,0.000245231,0.0001659937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001448477,"about_ca_system_score_gemma":0.002638521,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3286387,"about_ca_topic_score_gemma":0.4893981,"domain_scores_codex":[0.9992488,0.00004394625,0.00008693105,0.0001116442,0.0004074701,0.0001011414],"domain_scores_gemma":[0.9994966,0.0000566937,0.00008555067,0.0000220465,0.0002774251,0.00006173171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004074555,0.0001992793,0.7089239,0.0002567957,0.00006245869,0.002006292,0.003417779,0.0006674114,0.2682345,0.0000812046,0.0002539407,0.01548892],"study_design_scores_gemma":[0.00000910604,0.0002472347,0.9769502,0.00001823484,0.00004793293,0.001205248,0.002680584,0.0003998808,0.01730786,0.00002288496,0.001091942,0.00001890987],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991258,0.0001135218,0.00008885983,0.0000168478,0.000001999089,0.00001898695,0.0002354198,0.000005465186,0.0003930983],"genre_scores_gemma":[0.9975211,0.000288975,0.0004795899,0.0000222923,0.000002791149,0.00001234904,0.0006866831,0.000003891607,0.0009823513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6713613,"threshold_uncertainty_score":0.6534516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00341948470399794,"score_gpt":0.177404167933468,"score_spread":0.17398468322947,"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."}}