{"id":"W3041469580","doi":"10.1158/1940-6207.capr-20-0182","title":"A Pooled Analysis to Compare the Clinical Characteristics of Human Papillomavirus–positive and -Negative Cervical Precancers","year":2020,"lang":"en","type":"article","venue":"Cancer Prevention Research","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Manitoba Health; McGill University","funders":"Canada Research Chairs; Cancer Research UK; Barts Charity; World Health Organization","keywords":"Medicine; Cervical intraepithelial neoplasia; Cervical cancer; Oncology; Cytology; Internal medicine; Squamous intraepithelial lesion; Human papillomavirus; Papillomaviridae; Gynecology; Cancer; Colposcopy; Obstetrics; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02198587,0.001883283,0.01295933,0.0056455,0.0004498494,0.002828475,0.001755134,0.002583841,0.006076721],"category_scores_gemma":[0.04526325,0.0008846451,0.03783591,0.004542844,0.0005908647,0.001723859,0.001423672,0.001577026,0.0005724778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001279696,"about_ca_system_score_gemma":0.001063255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00282821,"about_ca_topic_score_gemma":0.003759753,"domain_scores_codex":[0.9789897,0.01144674,0.004952442,0.002656193,0.001447098,0.0005077678],"domain_scores_gemma":[0.9637871,0.02585427,0.005275353,0.002626748,0.002100606,0.0003559072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.01362455,0.00005262772,0.01645359,0.05942622,0.9027518,0.0001806908,0.00008937995,0.0004233778,0.0004461133,0.0002483935,0.000891723,0.005411574],"study_design_scores_gemma":[0.003809535,0.001490021,0.02113161,0.004209121,0.9655356,0.000146236,0.0001479201,0.0007024577,0.0002301019,0.000581358,0.001967658,0.00004834037],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1883909,0.7815952,0.00974921,0.0004949957,0.002202522,0.003189959,0.01080605,0.0002038779,0.003367348],"genre_scores_gemma":[0.9370472,0.0454425,0.005305122,0.0008623752,0.0006260202,0.004975184,0.004174563,0.0000757486,0.001491308],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02198587,"threshold_uncertainty_score":0.1162738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2436200378106489,"score_gpt":0.5392127017797336,"score_spread":0.2955926639690847,"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."}}