{"id":"W4313119801","doi":"10.1093/bjs/znac242.082","title":"O082 Patient derived renal cell carcinoma tumouroids for personalised renal cancer medicine","year":2022,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Cancer Research","funders":"","keywords":"Pazopanib; Medicine; Renal cell carcinoma; Stromal cell; Cancer research; Cabozantinib; Cancer; Kidney cancer; Pathology; Sunitinib; Internal medicine","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":[0.0009485252,0.0002617212,0.0009817552,0.000368825,0.0003491252,0.00003082934,0.0001544409,0.00006029181,0.001730571],"category_scores_gemma":[0.0001667642,0.0002599872,0.0007113029,0.0003119946,0.0001294966,0.0001202787,0.000075572,0.0005631442,0.000001703428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007033842,"about_ca_system_score_gemma":0.0009146669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006294825,"about_ca_topic_score_gemma":0.00001583694,"domain_scores_codex":[0.9966288,0.0002215086,0.001116396,0.0003251532,0.00120172,0.0005064834],"domain_scores_gemma":[0.9974634,0.0004856007,0.0008326261,0.0001883557,0.0005688593,0.0004611438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.007879903,0.001750844,0.07635312,0.0006050276,0.0007230613,0.04700727,0.002021478,0.0003947275,0.2991182,0.000006690222,0.4587361,0.1054035],"study_design_scores_gemma":[0.0255919,0.01065535,0.5634967,0.003008212,0.003063008,0.118097,0.005432956,0.0003517628,0.1750674,0.000180082,0.09355046,0.001505141],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715204,0.02464706,0.00009528929,0.001820792,0.0009341838,0.0004313687,0.0001685913,0.00001758293,0.0003647933],"genre_scores_gemma":[0.9963251,0.0005695815,0.0003478624,0.0009739476,0.001017228,0.0001234662,0.00009972689,0.00007055484,0.0004725558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4871436,"threshold_uncertainty_score":0.9999852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04223756148401794,"score_gpt":0.2562993806855718,"score_spread":0.2140618192015539,"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."}}