{"id":"W1969660903","doi":"10.1002/cncr.21993","title":"DNA ploidy compared with human papilloma virus testing (Hybrid Capture II) and conventional cervical cytology as a primary screening test for cervical high‐grade lesions and cancer in 1555 patients with biopsy confirmation","year":2006,"lang":"en","type":"article","venue":"Cancer","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"National Cancer Institute","keywords":"Cytology; Cervical intraepithelial neoplasia; Medicine; Colposcopy; Histopathology; Biopsy; Pathology; Gold standard (test); Cervical cancer; Cancer; Internal medicine","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":[0.002039005,0.0004575699,0.0003916961,0.001014199,0.0002681329,0.0006516236,0.0003932193,0.000701678,0.001115721],"category_scores_gemma":[0.008421212,0.0005264711,0.0005674044,0.0005884624,0.0006227309,0.0006485506,0.0005578703,0.0004530676,0.0002390547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006472952,"about_ca_system_score_gemma":0.0003108232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002540107,"about_ca_topic_score_gemma":0.002599633,"domain_scores_codex":[0.9987321,0.0004224945,0.000166133,0.0003678693,0.0002084045,0.0001030891],"domain_scores_gemma":[0.9957137,0.002426704,0.001130873,0.0001633368,0.0002092539,0.0003561712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002126354,0.00002292915,0.9985563,0.000008249276,0.00004008479,0.00008083647,0.00006037841,0.0000845968,0.0001276484,0.00000940003,0.00002568563,0.0007712812],"study_design_scores_gemma":[0.00003786477,0.0009805136,0.9952179,0.00001232551,0.0001005805,0.0009645778,0.0002307368,0.001861466,0.0004397579,0.00002418515,0.0001211193,0.000008941076],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996198,0.0001716198,0.00005888123,0.000008418102,0.000002751683,0.000004824351,0.00004716108,0.000002328593,0.00008415154],"genre_scores_gemma":[0.9998015,0.00002610419,0.0000606365,0.000007655714,0.00000378305,0.000004086678,0.00006539434,5.345481e-7,0.00003038751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002540107,"threshold_uncertainty_score":0.01078337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03284302971951002,"score_gpt":0.3112099524496702,"score_spread":0.2783669227301602,"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."}}