{"id":"W2784972860","doi":"10.3233/blc-170148","title":"Peri-Operative Chemotherapy for Bladder Cancer: A Survey of Providers to Determine Barriers and Enablers","year":2018,"lang":"en","type":"article","venue":"Bladder Cancer","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Canadian Cancer Society Research Institute","keywords":"Medicine; Referral; Bladder cancer; Chemotherapy; Specialty; Family medicine; Logistic regression; Oncology; Internal medicine; Cancer","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0001927942,0.0003400796,0.0006023684,0.0001301353,0.000157409,0.00003389392,0.0001194105,0.0001254946,0.001725608],"category_scores_gemma":[0.0001161054,0.0002772389,0.00009987695,0.0003299293,0.0003291313,0.0001328597,0.00003696525,0.00009802535,0.000006030715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002050261,"about_ca_system_score_gemma":0.001100308,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01190408,"about_ca_topic_score_gemma":0.00861639,"domain_scores_codex":[0.9982307,0.00005367391,0.0003478751,0.0005987817,0.0002755465,0.0004934056],"domain_scores_gemma":[0.9984433,0.00007653928,0.0001137676,0.000337246,0.0005967182,0.000432414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02287901,0.0006846734,0.3830879,0.001056487,0.00822826,0.00002645209,0.0461414,0.00009911563,0.08129149,0.00007529614,0.1632291,0.2932007],"study_design_scores_gemma":[0.03662603,0.01102693,0.4044245,0.00105113,0.001736138,0.00004152663,0.003100867,0.001598389,0.3934706,0.0001186842,0.1448555,0.001949699],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850369,0.003225809,0.0006470136,0.004556216,0.0006203207,0.003561535,0.00109737,0.00007316635,0.001181659],"genre_scores_gemma":[0.9861768,0.0007489256,0.001297626,0.006671235,0.000515183,0.001388484,0.00002658125,0.0001011547,0.003073951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3121791,"threshold_uncertainty_score":0.999968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03932771095901524,"score_gpt":0.3484307314601679,"score_spread":0.3091030205011527,"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."}}