{"id":"W4304758122","doi":"10.1158/1078-0432.ccr-22-1206","title":"Gene-Expression Profiling of Mucinous Ovarian Tumors and Comparison with Upper and Lower Gastrointestinal Tumors Identifies Markers Associated with Adverse Outcomes","year":2022,"lang":"en","type":"article","venue":"Clinical Cancer Research","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; University of Alberta; BC Cancer Agency; Foothills Medical Centre; Alberta Health Services; University of British Columbia; Canadian Centre for Applied Research in Cancer Control; Vancouver General Hospital","funders":"National Cancer Institute; Cancer Council Tasmania; Cancer Council South Australia; BC Cancer Foundation; National Center for Advancing Translational Sciences; Medical Research Council; Peter MacCallum Foundation; Medical Research and Materiel Command; NSW Ministry of Health; Cancer Council Victoria; University of New South Wales; Canadian Institutes of Health Research; Cancer Institute NSW; Ovarian Cancer Research Fund; Cancer Australia; University of Cambridge; University of Pittsburgh; Calgary Laboratory Services; Ovarian Cancer Action; Michael Smith Health Research BC; Faculty of Medicine and Health, University of Sydney; Translational Cancer Research Network; Korea Health Industry Development Institute; National Institute for Health and Care Research; Cancer Council NSW; Ovarian Cancer Australia; National Institutes of Health; U.S. Department of Defense; National Health and Medical Research Council; Cancer Research UK; National Science Foundation","keywords":"Gene expression profiling; Ovarian cancer; Oncology; Gene expression; Cancer research; Biology; Pathology; Medicine; Internal medicine; Gene; Cancer; 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":[0.0003303344,0.0001207947,0.0002018973,0.0004436619,0.0001139099,0.0002794093,0.00009257152,0.0001404273,0.0004841626],"category_scores_gemma":[0.0007775812,0.00005702895,0.000151468,0.0005535927,0.0002530681,0.00009695736,0.0001556105,0.0001715135,0.00008206875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002118979,"about_ca_system_score_gemma":0.0001899888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007795339,"about_ca_topic_score_gemma":0.00100881,"domain_scores_codex":[0.9998378,0.00004017479,0.00001272861,0.00003684481,0.00003441908,0.0000379665],"domain_scores_gemma":[0.9996887,0.00008751503,0.0001293973,0.00002173744,0.00002764052,0.00004490471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006598748,0.00004309741,0.9667796,0.00004327145,0.00005119491,0.00006758509,0.00004420417,0.0001002025,0.02806005,0.00002186707,0.00006299731,0.004066001],"study_design_scores_gemma":[0.00001106269,0.0001889248,0.9952884,0.000005229599,0.00003646184,0.0003344199,0.00007421104,0.0003769416,0.003431703,0.00002662768,0.0002241796,0.000001951799],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994023,0.0002574341,0.00008168068,0.00001482136,0.000001229372,0.000003674767,0.0001520308,0.000002401727,0.00008444824],"genre_scores_gemma":[0.9994276,0.0000912196,0.0001329894,0.00001051221,0.000002012225,0.000007079122,0.0002761303,7.233337e-7,0.00005165358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007795339,"threshold_uncertainty_score":0.001746953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09656373803480299,"score_gpt":0.427403472762598,"score_spread":0.330839734727795,"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."}}