{"id":"W4382798047","doi":"10.1016/j.eururo.2023.06.017","title":"A Step Closer to Predicting Progression After Bacillus Calmette-Guérin Immunotherapy in High-risk Non–muscle-invasive Bladder Cancer","year":2023,"lang":"en","type":"letter","venue":"European Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"Canada Foundation for Innovation; Canadian Institutes of Health Research; Bladder Cancer Canada; Cancer Research Society","keywords":"Medicine; Immunotherapy; Bladder cancer; Internal medicine; Tumor progression; Oncology; Bacillus (shape); Cancer immunotherapy; Carcinoma in situ; Cancer; Urology; Immunology; Microbiology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.002137809,0.0004162994,0.001527035,0.0007411661,0.001571474,0.002287917,0.0009995393,0.0173702,0.003405976],"category_scores_gemma":[0.01542598,0.0003969826,0.0009970855,0.0005139401,0.0008393272,0.001982822,0.0006596014,0.02012945,0.002517249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002849521,"about_ca_system_score_gemma":0.002825273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009375338,"about_ca_topic_score_gemma":0.01382571,"domain_scores_codex":[0.9982302,0.0006667314,0.0003268232,0.0001536067,0.0003849167,0.0002377989],"domain_scores_gemma":[0.9914186,0.004543496,0.0003788918,0.00022785,0.001878731,0.001552457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004457588,0.0002692476,0.01837175,0.0001382246,0.00008010382,0.004847948,0.0001680204,0.0004545338,0.0008778713,0.001711775,0.8859274,0.08670735],"study_design_scores_gemma":[0.001136926,0.001035151,0.04539875,0.001646855,0.0002989107,0.01464545,0.001568878,0.007623378,0.00133154,0.0291724,0.8959211,0.0002206944],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002443028,0.001954609,0.0002074946,0.9805636,0.01154515,0.0000165715,0.0001194055,0.00003323211,0.003116958],"genre_scores_gemma":[0.03863227,0.003584679,0.001235091,0.8321301,0.1163486,0.00006469532,0.0002930154,0.00005215756,0.007659342],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0173702,"threshold_uncertainty_score":0.02067482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0147530367368556,"score_gpt":0.2810634425348326,"score_spread":0.2663104057979769,"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."}}