{"id":"W2575447786","doi":"10.1097/olq.0000000000000570","title":"Comparison of cobas 4800, m2000, Viper XTR, and Infinity 80 Automated Instruments When Processing Urine Specimens for the Diagnosis of Chlamydia trachomatis and Neisseria gonorrhoeae","year":2017,"lang":"en","type":"article","venue":"Sexually Transmitted Diseases","topic":"Reproductive tract infections research","field":"Immunology and Microbiology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; Dalhousie University","funders":"","keywords":"Chlamydia trachomatis; Medicine; Neisseria gonorrhoeae; VIPeR; Algorithm; Virology; Microbiology; Computer science; Biology","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":[0.01024478,0.0009279582,0.0005455727,0.001201582,0.0004502652,0.001774983,0.001344609,0.001151908,0.0009661088],"category_scores_gemma":[0.01883659,0.0006888466,0.0005786104,0.001300935,0.0007609008,0.001120576,0.0007964187,0.0005302474,0.0005646766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009664678,"about_ca_system_score_gemma":0.001178531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003536125,"about_ca_topic_score_gemma":0.005924637,"domain_scores_codex":[0.9859801,0.005707067,0.0008943051,0.002526288,0.004413622,0.0004785912],"domain_scores_gemma":[0.9847558,0.007988713,0.00249565,0.000879087,0.003430548,0.0004502282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.06022541,0.005057667,0.3387807,0.00279791,0.001021513,0.0004908214,0.003819985,0.006676518,0.3181144,0.0006401189,0.003325075,0.2590499],"study_design_scores_gemma":[0.0008890214,0.05251467,0.6280012,0.0004217199,0.001425978,0.001485746,0.002213327,0.0317499,0.273544,0.0003920452,0.007063863,0.0002985159],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846491,0.001630383,0.01098569,0.0001168304,0.0001138989,0.0003390632,0.0003615063,0.0002368903,0.00156671],"genre_scores_gemma":[0.9499962,0.001159596,0.04526741,0.0002782217,0.00006170174,0.0005181509,0.00108141,0.0001224897,0.001514775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01024478,"threshold_uncertainty_score":0.0541802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03929068030816441,"score_gpt":0.3519015977547946,"score_spread":0.3126109174466302,"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."}}