{"id":"W2339719550","doi":"10.1093/ofid/ofv133.1361","title":"Multidrug Resistant-Enterobacteriaceae Isolated From Inpatients in North America: TEST 2011–2014","year":2015,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Enterobacteriaceae and Cronobacter Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Enterobacteriaceae; Multiple drug resistance; Microbiology; Test (biology); Antibiotics; Escherichia coli; Biology; Genetics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007406326,0.0002966073,0.0003087934,0.00009681873,0.0001117208,0.0003009591,0.0006511662,0.0001144735,0.0002303267],"category_scores_gemma":[0.0001654668,0.0002860538,0.00009839618,0.0001501695,0.0001062039,0.00006241493,0.0009956845,0.0001351179,0.0003933063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009580485,"about_ca_system_score_gemma":0.0001637103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003046358,"about_ca_topic_score_gemma":0.01574785,"domain_scores_codex":[0.998069,0.0001783749,0.0003669867,0.0006450372,0.0001995637,0.0005409644],"domain_scores_gemma":[0.9986288,0.00002743814,0.0001539353,0.0006606067,0.0001441066,0.0003851454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000846312,0.0008571147,0.9696267,0.000007522219,0.00006101823,0.00001660663,0.0000755285,0.00001798334,0.01270261,0.000001246409,0.01472995,0.001057458],"study_design_scores_gemma":[0.005340951,0.001995226,0.9481754,0.00005403793,0.00004209968,0.00000523329,0.0004509077,0.00006690578,0.001976922,0.0000994174,0.04115426,0.0006385822],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963438,0.0002264793,0.00005894242,0.0001152211,0.0002667771,0.0006424696,0.0009405006,0.0000341327,0.001371675],"genre_scores_gemma":[0.9952841,0.0001573296,0.00004523685,0.0004792972,0.00008795964,0.0001507405,0.003292631,0.0000519803,0.0004507675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02642431,"threshold_uncertainty_score":0.9999592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01193778676802905,"score_gpt":0.2659138305303779,"score_spread":0.2539760437623489,"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."}}