{"id":"W4382344222","doi":"10.1503/cjs.017020","title":"Clinical parameters affecting survival outcomes in patients with low-grade serous ovarian carcinoma: an international multicentre analysis","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"AstraZeneca (Canada); Princess Margaret Cancer Centre","funders":"Division of Cancer Epidemiology and Genetics, National Cancer Institute; Medical Research and Materiel Command; David Geffen School of Medicine, University of California, Los Angeles; National Center for Advancing Translational Sciences; National Center for Research Resources; National Institute of Environmental Health Sciences; Radboud Institute for Health Sciences; National Health and Medical Research Council; Medical Research Council; Instituto de Salud Carlos III; Knight Cancer Institute, Oregon Health and Science University; Department of Obstetrics, Gynecology and Reproductive Sciences, University of Pittsburgh; School of Medicine, Stanford University; National Institutes of Health; National Cancer Institute; Cancer Institute NSW; Peter MacCallum Foundation; Rutgers Cancer Institute of New Jersey; NSW Ministry of Health; Medizinischen Hochschule Hannover; QIMR Berghofer Medical Research Institute; University of Sydney; Norges Forskningsråd; Ministry of Health, Labour and Welfare; Universitetet i Bergen; Kræftens Bekæmpelse; Rigshospitalet; Ovarian Cancer Research Fund; Ministerio de Economía y Competitividad; Bundesministerium für Bildung und Forschung; Ovarian Cancer Action; University of Southampton; U.S. Department of Defense; Cancer Research UK; University of Cambridge; Fred C. and Katherine B. Andersen Foundation; University of California, Irvine; Kreftforeningen; Cancer Research Society; Missouri Department of Health and Senior Services; Minnesota Ovarian Cancer Alliance; Moffitt Cancer Center; Deutsches Krebsforschungszentrum; Roswell Park Cancer Institute; National Institute for Health and Care Research; Harvard T.H. Chan School of Public Health; University of Pittsburgh; Lon V. Smith Foundation; Radboud Universiteit; University of Pennsylvania; Mayo Foundation for Medical Education and Research; Oregon Health and Science University; Ovarian Cancer Australia; Brigham and Women's Hospital; State of New Jersey Department of Health; AstraZeneca; Cancer Australia; Radboud Universitair Medisch Centrum; Helse Vest; Magee-Womens Research Institute","keywords":"Medicine; Ovarian carcinoma; Oncology; Internal medicine; Serous fluid; Serous carcinoma; Survival analysis; Carcinoma; Gynecology; Ovarian cancer; Cancer","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.002069113,0.0004471645,0.0006777556,0.001958264,0.0004271053,0.000882661,0.0006236795,0.0005934915,0.0009424512],"category_scores_gemma":[0.004026133,0.0002833342,0.001124036,0.002925457,0.0004630925,0.0005453281,0.0009318388,0.0004819595,0.0001922431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005469632,"about_ca_system_score_gemma":0.0004489053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00310974,"about_ca_topic_score_gemma":0.002891364,"domain_scores_codex":[0.9990641,0.0003567646,0.000133236,0.0002009369,0.0001283635,0.0001165156],"domain_scores_gemma":[0.9959862,0.0008845756,0.002054604,0.0003855689,0.0002660632,0.0004229827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002585974,0.00001666615,0.9985625,0.00001399768,0.0001193597,0.00005730647,0.00004458829,0.00006820002,0.00007788642,0.000007316957,0.00007506289,0.000698496],"study_design_scores_gemma":[0.00002710472,0.00009482244,0.9992046,0.000007662433,0.00008532331,0.0001956595,0.00007887474,0.0001383536,0.00002313221,0.00001268211,0.0001271426,0.000004810872],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988295,0.0003137833,0.00007246721,0.00002697342,0.000003147298,0.00001590041,0.0006064123,0.000002375845,0.0001294385],"genre_scores_gemma":[0.9982854,0.0001369581,0.00007942471,0.0000262735,0.00001026661,0.00002421192,0.001402673,0.000002457795,0.00003242045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00310974,"threshold_uncertainty_score":0.01094264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05124713649409993,"score_gpt":0.3123344344058336,"score_spread":0.2610872979117337,"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."}}