{"id":"W2121918097","doi":"10.1002/cncy.20177","title":"Comparison of ThinPrep and SurePath liquid‐based cytology and subsequent human papillomavirus DNA testing in China","year":2011,"lang":"en","type":"article","venue":"Cancer Cytopathology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Liquid-based cytology; Cytology; Gynecology; Cervical cancer screening; Hybrid capture; Human papillomavirus; Cervical cancer; Internal medicine; Oncology; Cervical intraepithelial neoplasia; Cancer; Pathology","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":[0.0003990346,0.000158461,0.0006788855,0.0001885417,0.00006151987,0.000004315867,0.00009104569,0.0001716975,0.000446173],"category_scores_gemma":[0.0001580519,0.0001400221,0.00004400659,0.0002094316,0.0005113166,0.00003642259,0.0001070102,0.0003663008,0.000001346911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008384337,"about_ca_system_score_gemma":0.0001625129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001859129,"about_ca_topic_score_gemma":0.00125459,"domain_scores_codex":[0.9985332,0.0001460013,0.0004091549,0.0004062168,0.000143502,0.0003619095],"domain_scores_gemma":[0.9992591,0.00009469812,0.0001135021,0.0002590003,0.0001185024,0.0001552073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001141964,0.0001728497,0.9382574,0.0002949834,0.00001257282,0.0002299325,0.001750855,0.000002853123,0.04966583,0.0003661029,0.00001468704,0.008089937],"study_design_scores_gemma":[0.00198221,0.002202364,0.9678696,0.0000576859,0.00005351187,0.00009704367,0.0001115065,0.0002672517,0.02683766,0.0003266037,0.00006833073,0.0001261803],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886113,0.004195255,0.00004036234,0.0001809274,0.00006940227,0.0002995257,0.00001222397,0.00003155682,0.006559451],"genre_scores_gemma":[0.9991103,0.0001195766,0.000379347,0.0002140755,0.00005863305,0.00006533177,0.000007038002,0.00001973097,0.00002596693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02961222,"threshold_uncertainty_score":0.5709937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1595039652913944,"score_gpt":0.415834129710024,"score_spread":0.2563301644186297,"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."}}