{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002504116,0.0001218542,0.0002402339,0.0007174815,0.001269239,0.0006845627,0.0003689773,0.0004066735,0.001771603],"category_scores_gemma":[0.009252124,0.0002919089,0.000252526,0.00205837,0.0005481575,0.0004165356,0.0006567911,0.0007010114,0.0001735789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007055629,"about_ca_system_score_gemma":0.0133403,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6637726,"about_ca_topic_score_gemma":0.7132034,"domain_scores_codex":[0.9980606,0.0003848594,0.0001457133,0.0001264905,0.0007206493,0.000561567],"domain_scores_gemma":[0.9924475,0.001712232,0.002003017,0.00009845634,0.002211254,0.001527542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005310226,0.0001013541,0.978522,0.0001557626,0.00001836121,0.00009723524,0.01204284,0.00004668135,0.0003066515,0.0000370263,0.001673351,0.006945664],"study_design_scores_gemma":[0.00001005634,0.0001005607,0.9795003,0.0001001968,0.000008897768,0.00009647346,0.01796456,0.0001524653,0.0000631916,0.00001370206,0.001981002,0.00000850892],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970384,0.0002852597,0.0000860109,0.0007333002,0.000005491712,0.0001152375,0.0007750895,0.000004224901,0.0009570626],"genre_scores_gemma":[0.9979247,0.0005515277,0.000314367,0.0004027688,0.00000566756,0.00007785375,0.0004487571,0.000002338096,0.0002718876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6637726,"threshold_uncertainty_score":0.676415,"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."}}