{"id":"W2136888940","doi":"10.1186/1744-8603-6-20","title":"Laboratory based surveillance of travel-related Shigella sonnei and Shigella flexneri in Alberta from 2002 to 2007","year":2010,"lang":"en","type":"article","venue":"Globalization and Health","topic":"Escherichia coli research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health; University of Calgary; Provincial Laboratory of Public Health","funders":"","keywords":"Shigella sonnei; Shigella; Nalidixic acid; Shigella flexneri; Antibiotic resistance; Microbiology; Biology; Antibiotics; Salmonella; Bacteria","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003614637,0.0001012741,0.0001791657,0.00004029529,0.00005687592,0.00001325945,0.00006751522,0.0001101657,0.00004335504],"category_scores_gemma":[0.0001611784,0.0001005724,0.00001281926,0.0002121256,0.00007157861,0.000002840337,0.0000526305,0.00007980534,0.000002590339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001216633,"about_ca_system_score_gemma":0.0001931087,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003313193,"about_ca_topic_score_gemma":0.03064243,"domain_scores_codex":[0.9991069,0.00009497585,0.0002218111,0.0002636595,0.0001040814,0.0002085329],"domain_scores_gemma":[0.9994926,0.00002279977,0.00006882601,0.0001618751,0.00009829208,0.0001555983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003133195,0.0002314014,0.7851093,0.0002552002,0.00006268446,0.000002573859,0.0007323964,0.0001487026,0.1871595,0.002475209,0.01987447,0.003635261],"study_design_scores_gemma":[0.001701828,0.0004286052,0.9315373,0.00005294891,0.000003926575,0.000001000499,0.0001736888,0.001708092,0.005269744,0.00007726724,0.05876159,0.0002839532],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931529,0.001987375,0.0004396887,0.002420379,0.0001142736,0.0002992853,0.0001234237,0.000006071307,0.001456617],"genre_scores_gemma":[0.9967857,0.001069841,0.0006314223,0.001198661,0.00004209495,0.000007223144,0.00008402477,0.000009771192,0.0001712464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1818898,"threshold_uncertainty_score":0.9870458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009558047131476623,"score_gpt":0.294409238413266,"score_spread":0.2848511912817894,"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."}}