{"id":"W2272188270","doi":"10.1093/cid/civ433","title":"<i>Editorial Commentary</i>: Genomic Epidemiology: Revealing Hidden Reservoirs for<i>Klebsiella pneumoniae</i>","year":2015,"lang":"en","type":"letter","venue":"Clinical Infectious Diseases","topic":"Escherichia coli research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Clostridium difficile; Epidemiology; Molecular epidemiology; Klebsiella pneumoniae; Infectious disease (medical specialty); Outbreak; Medicine; Biology; Diarrheal disease; Microbiology; Disease; Virology; Escherichia coli; Diarrhea; Genetics; Gene; Antibiotics; Genotype; Pathology","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":[0.005552623,0.002871838,0.002059091,0.002310685,0.00278711,0.005635834,0.004481569,0.01904268,0.01396124],"category_scores_gemma":[0.02478323,0.0008230935,0.002071677,0.001069134,0.003522861,0.004405984,0.001470534,0.02015346,0.01139746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003000117,"about_ca_system_score_gemma":0.003241579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003060411,"about_ca_topic_score_gemma":0.005407374,"domain_scores_codex":[0.9960621,0.0007502886,0.0003482436,0.0008792408,0.001603589,0.0003565231],"domain_scores_gemma":[0.9773321,0.008968515,0.001194942,0.0007699284,0.008756015,0.002978675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002853405,0.000005806101,0.00004959919,0.00008194581,0.000007328066,0.00007544409,0.00001167018,0.00001271693,0.000046741,0.0001282693,0.9975152,0.002036727],"study_design_scores_gemma":[0.00008193214,0.00005713794,0.0006221568,0.0006046171,0.00004992074,0.0005946471,0.0001314565,0.0002638637,0.0002738617,0.001932366,0.9953372,0.00005090146],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0001186795,0.003033878,0.0002961115,0.2235088,0.7710113,0.00003265274,0.0002250612,0.0001716014,0.001601994],"genre_scores_gemma":[0.00113845,0.002675941,0.0002133233,0.1867152,0.8049447,0.00003544931,0.0001016116,0.00007959582,0.004095707],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01904268,"threshold_uncertainty_score":0.04670495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07214079053455645,"score_gpt":0.3949892923852211,"score_spread":0.3228485018506646,"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."}}