{"id":"W3029272205","doi":"10.1016/j.annonc.2020.05.019","title":"Prognostic gene expression signature for high-grade serous ovarian cancer","year":2020,"lang":"en","type":"review","venue":"Annals of Oncology","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":173,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Vancouver General Hospital; Alberta Health Services; University of British Columbia; Royal Alexandra Hospital; Foothills Medical Centre; BC Cancer Agency","funders":"Medical Research and Materiel Command; National Cancer Institute; Cancer Council Tasmania; Cancer Council NSW; Cancer Council Victoria; Cancer Council South Australia; National Center for Advancing Translational Sciences; Medical Research Council; Oak Foundation; BC Cancer Foundation; U.S. Department of Defense; Eli Lilly and Company; Ignyta; Dr. Miriam and Sheldon G. Adelson Medical Research Foundation; National Institutes of Health; Canada Research Chairs; Canadian Institutes of Health Research; Cancer Institute NSW; Cancer Research UK; University College London; Cancer Australia; Ovarian Cancer Action; Clovis Oncology; National Institute for Health and Care Research; Horizon 2020 Framework Programme; National Health and Medical Research Council; Invitae; AstraZeneca; Carrick Therapeutics; Pfizer; University College London Hospitals NHS Foundation Trust; European Commission","keywords":"Medicine; Serous ovarian cancer; Ovarian cancer; Serous fluid; Gene signature; Oncology; Signature (topology); Internal medicine; Gene; Cancer; Cancer research; Gene expression; Genetics","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":[0.002954452,0.0003435754,0.0007108001,0.0009979864,0.0001582802,0.000559186,0.0003124266,0.0003360453,0.000620023],"category_scores_gemma":[0.002823074,0.0001205824,0.001638919,0.001350282,0.0003555877,0.0002438261,0.0003530128,0.0004000569,0.00007438104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003110532,"about_ca_system_score_gemma":0.0003918439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009569957,"about_ca_topic_score_gemma":0.00185911,"domain_scores_codex":[0.9993508,0.0002535387,0.00008259065,0.0001413966,0.0001339077,0.00003777246],"domain_scores_gemma":[0.9976834,0.00115761,0.0008033957,0.0001427696,0.0001416761,0.00007113595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00220873,0.00003706661,0.9509184,0.001367294,0.00739428,0.0001737598,0.00005661143,0.003950662,0.007479391,0.0001280141,0.0005192697,0.02576658],"study_design_scores_gemma":[0.0001789492,0.0005127566,0.9725667,0.0002379295,0.01097379,0.0006440708,0.00009121111,0.008383169,0.003135353,0.001076956,0.002173258,0.00002571702],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9658738,0.02756475,0.003436504,0.0005423775,0.00004157143,0.00004023128,0.001896099,0.00004748965,0.0005572017],"genre_scores_gemma":[0.9971143,0.001169966,0.0008571545,0.00008844318,0.0000195528,0.00001469561,0.0006608979,0.000004794681,0.00007019984],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.002954452,"threshold_uncertainty_score":0.01562482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1541800533549264,"score_gpt":0.4447541924358067,"score_spread":0.2905741390808803,"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."}}