{"id":"W2407186393","doi":"10.1097/olq.0000000000000444","title":"Comparison of Workflow, Maintenance, and Consumables in the GeneXpert Infinity 80 and Panther Instruments While Testing for Chlamydia trachomatis and Neisseria gonorrhoeae","year":2016,"lang":"en","type":"article","venue":"Sexually Transmitted Diseases","topic":"Reproductive tract infections research","field":"Immunology and Microbiology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton; McMaster University","funders":"","keywords":"Chlamydia trachomatis; Neisseria gonorrhoeae; GeneXpert MTB/RIF; Medicine; Gonorrhea; Virology; Consumables; Chlamydia; Microbiology; Immunology; Human immunodeficiency virus (HIV); Tuberculosis; Pathology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002464868,0.0001625128,0.0003009129,0.0001137255,0.0001722574,0.00002787909,0.0001093183,0.00009820564,0.00004006558],"category_scores_gemma":[0.0004482881,0.00009864366,0.00002515756,0.0001601938,0.0006280332,0.0001627166,0.00002534848,0.0001162884,0.000002127857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001293858,"about_ca_system_score_gemma":0.00005869794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000140827,"about_ca_topic_score_gemma":0.0001079683,"domain_scores_codex":[0.9988115,0.0002321053,0.0003066194,0.0003361669,0.00002614694,0.0002874838],"domain_scores_gemma":[0.9983491,0.001239969,0.00008222855,0.0002071932,0.00008742388,0.00003413461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002916639,0.0003037326,0.7638716,0.00008503065,0.00009458131,3.171297e-7,0.000796795,8.571508e-7,0.07651637,0.00017949,0.00009090244,0.1577687],"study_design_scores_gemma":[0.002338676,0.0002662118,0.9918487,0.0001248148,0.00005580446,0.0000214803,0.0008853161,0.00002466002,0.002630411,0.0005875454,0.001073124,0.0001432407],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935451,0.004851472,0.0002430205,0.0002078326,0.00006057665,0.0006864282,0.0002084726,0.00002552735,0.0001715814],"genre_scores_gemma":[0.9992177,0.000249257,0.0002289526,0.00003602048,0.00001282309,0.0001407909,0.00001868727,0.00001429888,0.00008150542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2279772,"threshold_uncertainty_score":0.4022572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04361584695689065,"score_gpt":0.3175277393114403,"score_spread":0.2739118923545497,"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."}}