{"id":"W2141146434","doi":"10.1309/ewygwfrrm8798u5p","title":"The Risk of False-Positive Histology According to the Reason for Colposcopy Referral in Cervical Cancer Screening","year":2007,"lang":"en","type":"article","venue":"American Journal of Clinical Pathology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Provincia Autonoma di Trento; Regione Toscana; Ontario Institute for Regenerative Medicine; Regione Lazio; Regione Piemonte; Regione Emilia-Romagna; Università degli Studi di Padova; Regione del Veneto; Università degli Studi di Verona; Università di Bologna; Ministero della Salute; European Commission","keywords":"Colposcopy; Medicine; Squamous intraepithelial lesion; Medical diagnosis; Cervical intraepithelial neoplasia; Biopsy; Cytology; Gynecology; Obstetrics; Cervical cancer; Referral; Cancer; Internal medicine; Radiology; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02126925,0.0004352223,0.0006972186,0.001921047,0.0004114037,0.000994152,0.0009676477,0.002331511,0.0006290963],"category_scores_gemma":[0.1387886,0.0006559032,0.001234863,0.001287722,0.001014215,0.001009428,0.0007497382,0.001045119,0.0002349431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007130321,"about_ca_system_score_gemma":0.0006417527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002334995,"about_ca_topic_score_gemma":0.004417546,"domain_scores_codex":[0.9651363,0.02451778,0.001837242,0.0017392,0.005695787,0.001073546],"domain_scores_gemma":[0.8813235,0.08717053,0.02080567,0.004830898,0.00401706,0.001852391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001199221,0.00002384431,0.9910982,0.00004721439,0.000154009,0.0002386029,0.00006917059,0.0002211189,0.00009081773,0.00003958399,0.0002126129,0.0066056],"study_design_scores_gemma":[0.0000715029,0.0007942075,0.9860555,0.00007638882,0.0005178191,0.005558706,0.000106143,0.005775608,0.0004074678,0.0003011444,0.0003036528,0.00003189156],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914728,0.005304269,0.001421899,0.0004989092,0.0001016083,0.00007199667,0.0001952419,0.00003066604,0.0009024711],"genre_scores_gemma":[0.9984483,0.0003393728,0.0007707624,0.0001147859,0.00007612094,0.00001678203,0.0001340385,0.000006727044,0.00009304163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02126925,"threshold_uncertainty_score":0.1124839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09033875789149738,"score_gpt":0.4968080333716035,"score_spread":0.4064692754801061,"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."}}