{"id":"W2044265831","doi":"10.1128/jcm.00176-14","title":"Clinical Evaluation of the Cartridge-Based GeneXpert Human Papillomavirus Assay in Women Referred for Colposcopy","year":2014,"lang":"en","type":"article","venue":"Journal of Clinical Microbiology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":96,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"National Cancer Institute","keywords":"GeneXpert MTB/RIF; Colposcopy; Medicine; Cervical intraepithelial neoplasia; Cervical cancer screening; Hybrid capture; Human papillomavirus; Gynecology; Cervical cancer; Internal medicine; Obstetrics; Cancer; Pathology; Tuberculosis; Sputum","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02488857,0.0001173071,0.001156343,0.0001173826,0.00004504657,0.000006000181,0.0003035972,0.0003974778,0.0004576133],"category_scores_gemma":[0.00990512,0.00006990744,0.0005983367,0.0001650048,0.0003930893,0.00002501437,0.00005835866,0.0008086385,0.000004059871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001803838,"about_ca_system_score_gemma":0.001031789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001543301,"about_ca_topic_score_gemma":0.00007274285,"domain_scores_codex":[0.9941348,0.002512836,0.002555062,0.0002305329,0.0002562436,0.0003104999],"domain_scores_gemma":[0.9941141,0.003096275,0.0008719589,0.0003536339,0.001368128,0.0001959292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02359625,0.003208485,0.4417356,0.0002457365,0.0004857641,0.000006220958,0.0001801717,0.00008708084,0.1356418,0.0001437901,0.01534493,0.3793242],"study_design_scores_gemma":[0.03730009,0.009422362,0.8668137,0.0001515569,0.0002785276,0.00003060337,0.00006032498,0.001085034,0.006158262,0.001110671,0.07743901,0.0001498265],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950739,0.0003268822,0.0001753595,0.00225507,0.0008745714,0.000596235,0.00001430032,0.000003263431,0.0006804052],"genre_scores_gemma":[0.995996,0.00006438261,0.0004677734,0.002431046,0.0009324898,0.00002265344,0.000008268377,0.00001463033,0.00006276443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4250781,"threshold_uncertainty_score":0.9984348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.216543240167082,"score_gpt":0.5403240648828648,"score_spread":0.3237808247157827,"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."}}