{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006618677,0.0003299196,0.0003041165,0.001203536,0.0002150722,0.0005023422,0.0001789918,0.0003535321,0.0006697372],"category_scores_gemma":[0.001416695,0.0001272351,0.0001892008,0.000709646,0.0002277532,0.0003462104,0.0003116947,0.0002273466,0.0001995331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003857057,"about_ca_system_score_gemma":0.0003837982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001017715,"about_ca_topic_score_gemma":0.001603389,"domain_scores_codex":[0.9997638,0.00006132649,0.00002461567,0.000028691,0.00007656562,0.00004505222],"domain_scores_gemma":[0.9995065,0.0001050226,0.0002098327,0.00002493108,0.00009774986,0.00005604316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006225753,0.00005461685,0.9494269,0.000082135,0.00004463525,0.000440727,0.00006031344,0.0005192325,0.01341739,0.0001331286,0.0001625044,0.03503583],"study_design_scores_gemma":[0.00006106708,0.001021752,0.9713389,0.00003892975,0.0001590676,0.003351716,0.0002134634,0.003189312,0.01605373,0.0006107352,0.003943517,0.00001781919],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920317,0.005347624,0.0009104743,0.0001715938,0.00001869163,0.000029323,0.0001847419,0.00002474265,0.001281074],"genre_scores_gemma":[0.9979558,0.0005895234,0.0009263544,0.00004539665,0.00002039454,0.00001380721,0.0002088646,0.000002175351,0.000237788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001203536,"threshold_uncertainty_score":0.003500342,"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."}}