{"id":"W4415716099","doi":"10.1016/j.ygyno.2025.10.022","title":"Description of first recurrence in advanced stage high grade serous ovarian cancer receiving intraperitoneal versus intravenous systemic treatment","year":2025,"lang":"en","type":"article","venue":"Gynecologic Oncology","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Princess Margaret Cancer Centre; Sinai Health System; University of Toronto","funders":"","keywords":"Intraperitoneal chemotherapy; Serous fluid; Serous ovarian cancer; Ovarian cancer; Chemotherapy; Stage (stratigraphy)","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":[0.0003386645,0.0001074974,0.0002203974,0.0004902706,0.0001418992,0.0003667318,0.0002270014,0.0002374002,0.001680139],"category_scores_gemma":[0.002647849,0.0001082437,0.0004009085,0.0005412258,0.0001560489,0.0002608459,0.0002738921,0.0002946586,0.0001381817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002203804,"about_ca_system_score_gemma":0.0002697164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001884208,"about_ca_topic_score_gemma":0.002577864,"domain_scores_codex":[0.9997438,0.00006669663,0.00004102912,0.0000487621,0.00005363749,0.00004617606],"domain_scores_gemma":[0.9969849,0.0004583327,0.002111144,0.0001290609,0.0001398216,0.0001767871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001737128,0.000007530127,0.9975681,0.00001051476,0.00001722445,0.0001374273,0.00001680589,0.00005750642,0.0001811733,0.000009191442,0.00005349362,0.001767361],"study_design_scores_gemma":[0.00001033436,0.0001391493,0.99747,0.000009088889,0.0000302456,0.001642823,0.00008032724,0.0002716231,0.0001732912,0.00001359313,0.0001557336,0.000003605772],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988954,0.0003877559,0.000130371,0.00002579215,0.000004266476,0.000005538666,0.000247187,0.000005794473,0.0002978097],"genre_scores_gemma":[0.999536,0.00008324319,0.00008469063,0.000008772128,0.000005764435,0.000004000298,0.0002012514,0.000001574659,0.00007475119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001884208,"threshold_uncertainty_score":0.005620599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03898038493655957,"score_gpt":0.3299974935088963,"score_spread":0.2910171085723367,"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."}}