{"id":"W2155587446","doi":"10.1158/1940-6207.capr-10-0195","title":"Ovarian Cancer Biomarker Performance in Prostate, Lung, Colorectal, and Ovarian Cancer Screening Trial Specimens","year":2011,"lang":"en","type":"article","venue":"Cancer Prevention Research","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":297,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Institute for Cancer Research","funders":"National Cancer Institute","keywords":"Ovarian cancer; Biomarker; Oncology; Internal medicine; Medicine; Cancer; Prostate cancer; Population; Colorectal cancer; Prostate; Asymptomatic; Pathology; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001401548,0.0003059877,0.0005268083,0.0005567739,0.000280401,0.00008043652,0.0001718211,0.0001774581,0.006177299],"category_scores_gemma":[0.00004902078,0.0002699878,0.0001202422,0.001070188,0.0002722421,0.0003180001,0.0001620833,0.0005975165,0.00001695722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009978871,"about_ca_system_score_gemma":0.001130739,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008807072,"about_ca_topic_score_gemma":0.003724117,"domain_scores_codex":[0.9966018,0.0003198551,0.0005653382,0.0008586809,0.0007570878,0.0008972636],"domain_scores_gemma":[0.9986398,0.0000842363,0.0001524756,0.0004032721,0.0003664753,0.0003537399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0370913,0.001255774,0.7951571,0.0005644052,0.0007902878,0.0001647809,0.002040334,0.00001623821,0.0009086387,0.0003714455,0.005372208,0.1562675],"study_design_scores_gemma":[0.04707309,0.001120262,0.9353248,0.001696909,0.0001707264,0.00001301104,0.0001981329,0.0008418966,0.00329293,0.0001205611,0.00983053,0.0003171595],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785209,0.007566989,0.00003789358,0.002362956,0.000645592,0.004284755,0.00009110206,0.00005787707,0.006431941],"genre_scores_gemma":[0.9740815,0.01353525,0.0006382095,0.0001039475,0.0004478675,0.006318395,0.00003314789,0.00006608568,0.00477556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1559503,"threshold_uncertainty_score":0.9999752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1568514642652134,"score_gpt":0.4237008069469277,"score_spread":0.2668493426817142,"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."}}