{"id":"W2025455201","doi":"10.1097/00004347-200301000-00008","title":"Advanced-Stage Serous Borderline Tumors of the Ovary: A Clinicopathological Study of 49 Cases","year":2003,"lang":"en","type":"article","venue":"International Journal of Gynecological Pathology","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"Victoria General Hospital; BC Cancer Agency","funders":"","keywords":"Serous fluid; Stage (stratigraphy); Pathological; Medicine; Pathology; Cancer; Clear cell; Disease; Ovary; Surgical pathology; Clinical significance; Ovarian cancer; Internal medicine; Serous cystadenocarcinoma; Oncology; Immunohistochemistry; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006870835,0.0001613102,0.0007143291,0.0001250193,0.00003423541,0.000005415648,0.0003242693,0.0001270859,0.0004754435],"category_scores_gemma":[0.003076741,0.00008824976,0.000299276,0.000155564,0.0002304266,0.00005119193,0.00009728556,0.0003604917,0.000003339101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000117256,"about_ca_system_score_gemma":0.0002005072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001096174,"about_ca_topic_score_gemma":0.00003088806,"domain_scores_codex":[0.9975864,0.0004200168,0.001115079,0.0002186825,0.0004847545,0.0001751125],"domain_scores_gemma":[0.9970406,0.0008953943,0.001045107,0.0002309487,0.000700867,0.00008712625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00125252,0.01217461,0.9623145,0.00001613,0.0003140125,0.01366704,0.0002968352,0.0004851862,0.001775703,0.001882326,0.0001314085,0.00568976],"study_design_scores_gemma":[0.007128136,0.0150109,0.9673601,0.00008718792,0.0002061907,0.005198016,0.0009022798,0.00000698014,0.00184612,0.0007276418,0.001432556,0.00009384334],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962628,0.0004270013,0.00005432143,0.001104967,0.0009818542,0.0003592196,0.00002798373,0.000006578406,0.0007752164],"genre_scores_gemma":[0.9978048,0.000178112,0.001274803,0.0005578307,0.00008399524,0.00001582765,0.00000206208,0.000009561639,0.00007300899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008469023,"threshold_uncertainty_score":0.5205773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03928780346303631,"score_gpt":0.3557919894087496,"score_spread":0.3165041859457133,"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."}}