{"id":"W1914804345","doi":"10.1128/jcm.02303-15","title":"Quality Assurance for Antimicrobial Susceptibility Testing of Neisseria gonorrhoeae in Canada, 2003 to 2012","year":2015,"lang":"en","type":"article","venue":"Journal of Clinical Microbiology","topic":"Reproductive tract infections research","field":"Immunology and Microbiology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Disease Control Laboratory; Provincial Laboratory of Public Health; Ste. Anne's Hospital; Public Health Ontario; Public Health Agency of Canada; Toronto Public Health; University of Saskatchewan","funders":"","keywords":"Neisseria gonorrhoeae; Quality assurance; Microbiology; Antimicrobial; Medicine; Biology; External quality assessment; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006490369,0.0003848015,0.0004286583,0.002967475,0.00219348,0.001527636,0.001624751,0.0002931413,0.0005680873],"category_scores_gemma":[0.0194854,0.0003747386,0.0004550382,0.005434717,0.0008024724,0.0003825748,0.0008319748,0.0007025857,0.0001164828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05367068,"about_ca_system_score_gemma":0.06376788,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9907745,"about_ca_topic_score_gemma":0.9924825,"domain_scores_codex":[0.9883818,0.0007424306,0.0006847815,0.0007700736,0.008467951,0.0009529503],"domain_scores_gemma":[0.9630539,0.001371162,0.003366818,0.0005849522,0.03008905,0.001534236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003366941,0.00008524668,0.932631,0.0004192532,0.0001339344,0.0001895672,0.001571003,0.0009740305,0.002229774,0.0003085327,0.008065368,0.05305568],"study_design_scores_gemma":[0.000007130422,0.00003824687,0.9950143,0.00005240096,0.00002128986,0.00006590944,0.0002280899,0.0004071814,0.0005530827,0.00001340762,0.003589805,0.000009332662],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9341652,0.01032671,0.004002181,0.002145444,0.0001425807,0.000965882,0.03232348,0.0003484239,0.01558013],"genre_scores_gemma":[0.9834723,0.00202621,0.003741398,0.0005077239,0.00002173085,0.0001298337,0.007879262,0.00003709715,0.002184459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05367068,"threshold_uncertainty_score":0.3894099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1596135755872978,"score_gpt":0.4370001793699975,"score_spread":0.2773866037826996,"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."}}