{"id":"W3010820367","doi":"10.1016/j.eururo.2020.02.031","title":"Converging Roads to Early Bladder Cancer","year":2020,"lang":"en","type":"article","venue":"European Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Decipher Biosciences (Canada)","funders":"Novo Nordisk Fonden","keywords":"Medicine; Bladder cancer; Urothelial cancer; Urology; General surgery; Cancer; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0000546585,0.0001361362,0.0002085061,0.00004072583,0.00004260076,0.00001068327,0.0001018685,0.00002923704,0.001502384],"category_scores_gemma":[0.00004048446,0.0001186951,0.00005935971,0.0001439387,0.00003768317,0.00002856376,0.0000736828,0.0001567896,0.002664945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002135235,"about_ca_system_score_gemma":0.00005239908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007770309,"about_ca_topic_score_gemma":0.000004981011,"domain_scores_codex":[0.9990433,0.00009818643,0.0001533647,0.0003239254,0.0001118086,0.0002693685],"domain_scores_gemma":[0.9994022,0.00001673277,0.00002919072,0.0001741438,0.00004054664,0.0003371893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005963497,0.0004798603,0.5062228,0.0001359173,0.002033632,0.006174069,0.02672142,0.0003898231,0.056576,0.0008890012,0.255838,0.138576],"study_design_scores_gemma":[0.003313812,0.002554714,0.3729017,0.00001125122,0.0002773758,0.00005181389,0.00004968171,0.00009044656,0.001667137,0.00001261896,0.6188296,0.0002398579],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8172153,0.0007455493,0.0006433466,0.04870459,0.000514182,0.0004435408,0.00002299494,0.0002535404,0.131457],"genre_scores_gemma":[0.9322641,0.00002816577,0.0001322206,0.06530185,0.0007496615,0.00001148531,0.000005256655,0.00005111683,0.001456132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3629916,"threshold_uncertainty_score":0.9994104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03050697735704189,"score_gpt":0.283211821347399,"score_spread":0.2527048439903571,"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."}}