{"id":"W3136819410","doi":"10.1097/pgp.0000000000000780","title":"Prognostic and Theranostic Biomarkers in Ovarian Clear Cell Carcinoma","year":2021,"lang":"en","type":"article","venue":"International Journal of Gynecological Pathology","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of British Columbia","funders":"","keywords":"Clear cell carcinoma; Medicine; Stage (stratigraphy); Clear cell; Oncology; Immunohistochemistry; Internal medicine; Ovarian cancer; Carcinoma; Population; Biomarker; Cancer; Tissue microarray; Cancer research; Pathology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000217649,0.0000943332,0.0002896335,0.0001327961,0.00001634983,0.00001814582,0.00008527142,0.000108149,0.0004988314],"category_scores_gemma":[0.0006322816,0.00006902916,0.00008820893,0.00008332773,0.00008008647,0.00004419623,0.00005408185,0.0002040928,0.000009840481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001387213,"about_ca_system_score_gemma":0.0001679752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000819042,"about_ca_topic_score_gemma":0.00001642997,"domain_scores_codex":[0.999009,0.0001222351,0.0003681644,0.000173159,0.0001859751,0.0001415034],"domain_scores_gemma":[0.9989342,0.0004806056,0.0001478214,0.00007206275,0.0002675174,0.00009778483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005081057,0.001109219,0.9378997,0.00001158236,0.0001624593,0.04662142,0.0001337328,0.000008448119,0.005851932,0.0004469327,0.0002277429,0.007018712],"study_design_scores_gemma":[0.003862081,0.001250366,0.9871072,0.00004090291,0.0000825681,0.00446199,0.0001069,0.00002339084,0.001332385,0.0008812013,0.000789964,0.0000610861],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870589,0.00149539,0.00008382545,0.008626095,0.0005952403,0.0001010668,0.000005664592,0.000003650074,0.002030146],"genre_scores_gemma":[0.9965494,0.0003404818,0.00172986,0.001199831,0.0001261464,0.000006238493,0.00000582695,0.000007192412,0.00003507541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04920745,"threshold_uncertainty_score":0.5461854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01622318223933125,"score_gpt":0.2771422854118113,"score_spread":0.26091910317248,"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."}}