{"id":"W2566926207","doi":"10.1007/s10552-016-0841-3","title":"Predictors of pretreatment CA125 at ovarian cancer diagnosis: a pooled analysis in the Ovarian Cancer Association Consortium","year":2017,"lang":"en","type":"article","venue":"Cancer Causes & Control","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Alexandra Hospital; Foothills Medical Centre; University of Calgary","funders":"Medical Research and Materiel Command; National Center for Advancing Translational Sciences; Minnesota Ovarian Cancer Alliance; American Cancer Society; Cancer Research UK; National Health and Medical Research Council; Medical Research Council; National Cancer Institute; National Institutes of Health; Canadian Institutes of Health Research; Fred C. and Katherine B. Andersen Foundation; Kræftens Bekæmpelse; Mayo Foundation for Medical Education and Research","keywords":"Ovarian cancer; Medicine; Epidemiology; Oncology; Internal medicine; Hematology; Cancer; Gynecology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005149489,0.0004680473,0.001356094,0.0002793947,0.0004004155,0.0001296879,0.0004078588,0.0002575178,0.001855775],"category_scores_gemma":[0.000260918,0.0003287753,0.0005602152,0.0005029659,0.0001573428,0.0002042472,0.00007077678,0.0002692026,0.000008889885],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004035384,"about_ca_system_score_gemma":0.0008731546,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05935388,"about_ca_topic_score_gemma":0.0915721,"domain_scores_codex":[0.9967137,0.0002372489,0.0007907656,0.0007518371,0.0008227488,0.000683724],"domain_scores_gemma":[0.9964415,0.0004269794,0.001206386,0.001326453,0.0003716151,0.0002271029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005928107,0.0006267751,0.9722717,0.00007832595,0.01680265,0.00009408076,0.001218401,0.0005271037,0.0001317125,0.0001204987,0.00415314,0.003382745],"study_design_scores_gemma":[0.01249771,0.0002358407,0.9515555,0.0003860138,0.02504535,0.000002274527,0.0001049329,0.0003237189,0.00154023,0.00001786327,0.008013984,0.0002765717],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9363404,0.021365,0.00002979214,0.03362834,0.001366765,0.003147993,0.002962206,0.00006155661,0.001097985],"genre_scores_gemma":[0.9738666,0.009312586,0.00001772731,0.001821115,0.0006476571,0.01333811,0.00005294109,0.00004645714,0.0008967804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03752626,"threshold_uncertainty_score":0.9999164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01862811536132654,"score_gpt":0.3064411274749739,"score_spread":0.2878130121136473,"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."}}