{"id":"W2887967651","doi":"10.5489/cuaj.5405","title":"Trends and disparities in the use of neoadjuvant chemotherapy for muscle-invasive urothelial carcinoma","year":2018,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; University of Texas MD Anderson Cancer Center; National Institutes of Health","keywords":"Cystectomy; Medicine; Bladder cancer; Receipt; Chemotherapy; Logistic regression; Cancer; Internal medicine; Oncology; Urology","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":[],"consensus_categories":[],"category_scores_codex":[0.0002590302,0.00009359062,0.0002066697,0.0001444715,0.0001344758,0.00004727366,0.00006448141,0.0001183032,0.0001277189],"category_scores_gemma":[0.0003059573,0.00005907117,0.00008515931,0.0001321032,0.0000761897,0.00006796899,0.000004053572,0.0001691292,0.000001280578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002366945,"about_ca_system_score_gemma":0.0002821382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004037936,"about_ca_topic_score_gemma":0.005706114,"domain_scores_codex":[0.9991434,0.00008631245,0.0002149193,0.0001150492,0.0001663872,0.0002739958],"domain_scores_gemma":[0.9992256,0.0002443116,0.0001213759,0.00007428761,0.0001543728,0.0001800868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002330613,0.00005797956,0.9689271,0.000005847802,0.00006530641,0.00002208362,0.0008530716,0.000001237604,0.0001238589,0.0002026173,0.007944346,0.02156344],"study_design_scores_gemma":[0.002381394,0.001095498,0.9603103,0.0000106184,0.0000571963,0.00005870758,0.00006578162,0.00005119819,0.00007690631,0.0004801162,0.03535385,0.00005839985],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9645562,0.0001505844,0.00003661482,0.03440253,0.000144213,0.0002225936,0.0001266823,0.000004445671,0.0003560949],"genre_scores_gemma":[0.9905134,0.0000787243,0.0001935143,0.008430324,0.0004760431,0.00001679906,0.000008898354,0.000008229226,0.0002740412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0274095,"threshold_uncertainty_score":0.6104178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03590504632897724,"score_gpt":0.2644372861824678,"score_spread":0.2285322398534906,"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."}}