{"id":"W3195299022","doi":"10.1177/17588359211039052","title":"Novel and emerging approaches in the management of non-muscle invasive urothelial carcinoma","year":2021,"lang":"en","type":"review","venue":"Therapeutic Advances in Medical Oncology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Urothelial carcinoma; Carcinoma; Cancer research; Oncology; Bladder cancer; Internal medicine; Cancer","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":[],"consensus_categories":[],"category_scores_codex":[0.000719494,0.0003417915,0.001966502,0.000175712,0.00003110132,0.00000491693,0.0003303746,0.000369084,0.0001246633],"category_scores_gemma":[0.00003412816,0.000210068,0.0001867597,0.0004723827,0.0003837346,0.00004722445,0.00013486,0.0007147522,0.000002933851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002234106,"about_ca_system_score_gemma":0.0009180022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004408852,"about_ca_topic_score_gemma":0.0001204518,"domain_scores_codex":[0.9975502,0.0003162193,0.0007823824,0.0004819025,0.0005141363,0.000355196],"domain_scores_gemma":[0.9986497,0.0006335935,0.0002350705,0.0003600366,0.00002157538,0.0001000914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004947634,0.000625106,0.0001145383,0.008531822,0.0002370455,0.0006631875,0.0007490425,6.198646e-7,5.632887e-7,0.0005924317,0.000003738572,0.9884324],"study_design_scores_gemma":[0.004404988,0.0007598514,0.0007381135,0.01309168,0.001447821,0.0004806655,0.00202426,0.00002402691,0.000002236999,0.000247267,0.9765386,0.0002405038],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001715689,0.9913728,0.0003571829,0.0004953008,0.0002461095,0.001401993,0.00001120613,0.000006711244,0.005937081],"genre_scores_gemma":[0.003726918,0.9937893,0.000992495,0.0007035467,0.0001674255,0.0005059862,0.00003178305,0.0000351834,0.00004740201],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9881919,"threshold_uncertainty_score":0.8566325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09591219510996234,"score_gpt":0.4072967351049521,"score_spread":0.3113845399949898,"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."}}