{"id":"W2160379180","doi":"10.1016/j.urolonc.2013.12.012","title":"Examining the management of muscle-invasive bladder cancer by medical oncologists in the United States","year":2014,"lang":"en","type":"article","venue":"Urologic Oncology Seminars and Original Investigations","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"National Institutes of Health; Bladder Cancer Advocacy Network","keywords":"Medicine; Gemcitabine; Bladder cancer; Carboplatin; Oncology; Internal medicine; Cisplatin; Chemotherapy; Cystectomy; Vinblastine; Lymphovascular invasion; 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":[0.0007434314,0.0001581947,0.0002775095,0.00008474279,0.0001610378,0.0000108229,0.0002032378,0.0001702078,0.0001539043],"category_scores_gemma":[0.0001144262,0.00008391422,0.00003335358,0.0003880298,0.001002103,0.00003376163,0.00005534976,0.0003425333,0.000004213044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008137291,"about_ca_system_score_gemma":0.0002200447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008360727,"about_ca_topic_score_gemma":0.0003074325,"domain_scores_codex":[0.998582,0.0003248196,0.000300427,0.0002590015,0.0002791172,0.0002546036],"domain_scores_gemma":[0.9986099,0.0008692393,0.0001339478,0.0002180705,0.00004640642,0.0001224154],"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":[0.0003099606,0.001316883,0.8651441,0.0002494322,0.0007851295,0.0004711498,0.008519703,0.0004037126,0.000244656,0.01742228,0.05722405,0.04790893],"study_design_scores_gemma":[0.002380951,0.003059453,0.05424877,0.00018509,0.0006359196,0.0001217182,0.004026906,0.001014203,0.0001789855,0.004360364,0.9296363,0.000151336],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9646574,0.00117199,0.00007248245,0.02934597,0.0001131804,0.0004739626,0.00002209676,0.00002128002,0.004121615],"genre_scores_gemma":[0.9676072,0.006677038,0.002977265,0.02164497,0.0001088909,0.0004319314,0.0001326274,0.00001377472,0.0004063229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8724123,"threshold_uncertainty_score":0.3692289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04109061550821144,"score_gpt":0.3344331914250097,"score_spread":0.2933425759167982,"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."}}