{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001069733,0.0002469363,0.0004936148,0.0001511155,0.0003165573,0.00004066718,0.00007774069,0.0001163971,0.0005597567],"category_scores_gemma":[0.00004462977,0.0001882028,0.00003307763,0.0002771156,0.0003514433,0.0001170861,0.00007854736,0.0003475948,9.257629e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002317772,"about_ca_system_score_gemma":0.0002834509,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008338678,"about_ca_topic_score_gemma":0.004974289,"domain_scores_codex":[0.9982421,0.00004030789,0.0003426918,0.0004928576,0.0004267925,0.0004552091],"domain_scores_gemma":[0.998856,0.0002583828,0.0001189251,0.0001467463,0.0003931983,0.0002267113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001904796,0.0004599206,0.9836452,0.0005948426,0.00007628197,0.00004360305,0.0001475193,0.00007458484,0.004582028,0.0003901637,0.0003297608,0.007751321],"study_design_scores_gemma":[0.0114055,0.0007685365,0.9844259,0.0003044674,0.0001229981,0.00005317092,0.00006249978,0.000851577,0.0006522327,0.0001694415,0.0009303041,0.0002533565],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952762,0.001073119,0.0001913168,0.001319155,0.00003464382,0.001066847,0.0004355891,0.00004776813,0.000555401],"genre_scores_gemma":[0.9972711,0.00002852499,0.0008033287,0.0005974247,0.0002165144,0.0004456894,0.0004668107,0.00004093803,0.0001296751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009500704,"threshold_uncertainty_score":0.9982649,"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."}}