{"id":"W3124179127","doi":"10.48083/tngm4076","title":"Promising Biomarkers in Renal Cell Carcinoma","year":2021,"lang":"en","type":"article","venue":"Société Internationale d’Urologie Journal","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Renal cell carcinoma; Medicine; Incidence (geometry); Oncology; Kidney cancer; Internal medicine; Carcinoma; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000442566,0.0002061482,0.0003295318,0.0002624724,0.00009761746,0.000079462,0.0001715464,0.000141737,0.001060745],"category_scores_gemma":[0.0003099433,0.0001797432,0.0003065991,0.0002314774,0.0000731184,0.0001478149,0.0001005289,0.0006499463,0.00003576292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007863836,"about_ca_system_score_gemma":0.0006800289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001969371,"about_ca_topic_score_gemma":0.00001385938,"domain_scores_codex":[0.998006,0.0001605926,0.0005389859,0.0003361131,0.0005793781,0.0003789621],"domain_scores_gemma":[0.9988053,0.0001912765,0.000222924,0.0002202093,0.0003688809,0.0001914198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009655372,0.001122137,0.8468878,0.00007856499,0.0005587555,0.01898658,0.0006193689,0.0001564524,0.1116715,0.0001617955,0.006276803,0.01251474],"study_design_scores_gemma":[0.008039823,0.0006415075,0.8530717,0.0001201496,0.000176049,0.00794103,0.00102266,0.0005313767,0.1207261,0.001653233,0.005763684,0.0003125891],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9570073,0.002265704,0.0001548302,0.003982193,0.000565418,0.0001792206,0.000006615783,0.00002748085,0.03581125],"genre_scores_gemma":[0.9923127,0.0001541917,0.003043263,0.0007620293,0.0004081828,0.00001442547,0.00005420258,0.00002191895,0.003229135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03530537,"threshold_uncertainty_score":0.9998524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04362743907054063,"score_gpt":0.3069636048088217,"score_spread":0.2633361657382811,"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."}}