{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002642627,0.0003906143,0.0003281836,0.001135683,0.0002979505,0.0004718663,0.0007408579,0.000412476,0.0006419946],"category_scores_gemma":[0.005600569,0.0003624961,0.000371672,0.001054908,0.0004663046,0.0006055462,0.0005516494,0.0002491945,0.0001024187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001262181,"about_ca_system_score_gemma":0.001576224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02497371,"about_ca_topic_score_gemma":0.02306795,"domain_scores_codex":[0.9987587,0.0002870884,0.0001597316,0.0002538127,0.0003994436,0.0001411708],"domain_scores_gemma":[0.9969459,0.0008541364,0.000884527,0.000166965,0.0007045138,0.0004438483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002343447,0.00003595496,0.9939299,0.00002961043,0.00003380524,0.00009794706,0.0002238648,0.0001116338,0.0004184175,0.00002042234,0.00005914418,0.004805061],"study_design_scores_gemma":[0.00001602105,0.0002784358,0.9980384,0.000005973478,0.00003338135,0.0001223396,0.0001792888,0.0008551356,0.0003325792,0.00001873996,0.0001142054,0.000005510237],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995276,0.0001431741,0.00008039581,0.00002915795,0.000003364242,0.00001146387,0.00006076703,0.000002964729,0.0001411961],"genre_scores_gemma":[0.9995078,0.00007505954,0.0001185013,0.00002847638,0.000003745015,0.000009015621,0.0001444547,0.000001202434,0.0001117185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02497371,"threshold_uncertainty_score":0.04965663,"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."}}