{"id":"W2982961753","doi":"10.1007/s40944-019-0348-4","title":"Challenges in Detection and Management of Pre-invasive Glandular Lesions of the Cervix","year":2019,"lang":"en","type":"article","venue":"Indian Journal of Gynecologic Oncology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Capital District Health Authority; Dalhousie University","funders":"","keywords":"Medicine; Cervix; Colposcopy; Gynecology; Surgical oncology; Obstetrics; General surgery; Cervical cancer; Surgery; 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":[0.008160844,0.0005640832,0.001416155,0.002183234,0.00170527,0.004728921,0.003192855,0.003977907,0.002509527],"category_scores_gemma":[0.03070641,0.0004785387,0.0007538749,0.0008560784,0.001597893,0.004342237,0.002238334,0.007190376,0.001288636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00233454,"about_ca_system_score_gemma":0.006496347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01591952,"about_ca_topic_score_gemma":0.01777329,"domain_scores_codex":[0.9937456,0.001976948,0.0007096897,0.000598211,0.001931511,0.001037929],"domain_scores_gemma":[0.9868115,0.006316477,0.001135164,0.000380244,0.003866207,0.001490363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002311136,0.0005644507,0.1382416,0.002075164,0.00009618331,0.009818322,0.003029673,0.001985446,0.002425181,0.003811683,0.07034229,0.7673789],"study_design_scores_gemma":[0.0001155062,0.001969013,0.2932621,0.02479743,0.0004950074,0.1403753,0.07192507,0.01417312,0.00555269,0.0397122,0.4070149,0.0006077452],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08283135,0.3698377,0.01610509,0.5005087,0.004177712,0.00030037,0.0005125217,0.0004231281,0.02530337],"genre_scores_gemma":[0.6211934,0.2666988,0.04208152,0.04841067,0.01513187,0.0003503622,0.0009717325,0.000155181,0.005006467],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01591952,"threshold_uncertainty_score":0.04315919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05519673728963907,"score_gpt":0.3479445063771971,"score_spread":0.292747769087558,"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."}}