{"id":"W4417232104","doi":"10.3390/curroncol32120699","title":"Bladder Preservation in Muscle-Invasive Bladder Cancer: A Population-Based Analysis from British Columbia","year":2025,"lang":"en","type":"article","venue":"Current Oncology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Victoria; BC Cancer Agency","funders":"","keywords":"Cystectomy; Bladder cancer; Retrospective cohort study; Cohort; Bladder tumor; Radiation therapy; Cohort study; Resection","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0007063524,0.0004003372,0.000663568,0.00110473,0.00186215,0.001295559,0.001147742,0.0006359111,0.002267934],"category_scores_gemma":[0.001823166,0.0004106142,0.0007609654,0.003441723,0.0005588497,0.0003469209,0.001000067,0.0009039643,0.0003407935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008609579,"about_ca_system_score_gemma":0.009681438,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9417557,"about_ca_topic_score_gemma":0.9725319,"domain_scores_codex":[0.9991772,0.00009105942,0.00008469835,0.0002109476,0.0001998387,0.0002362521],"domain_scores_gemma":[0.9983671,0.000144351,0.0002721244,0.0001377099,0.0006504715,0.000428296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001711107,0.00004388435,0.9943634,0.00006546143,0.0002170367,0.0001561484,0.0004093737,0.00009295181,0.0002554512,0.00005051423,0.001499471,0.002675118],"study_design_scores_gemma":[0.00001841209,0.00004838814,0.9966514,0.00007878973,0.0001823403,0.0001494123,0.001283835,0.0003076819,0.00004256853,0.00003185373,0.001187064,0.0000183144],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918585,0.001424288,0.0001538327,0.0003389534,0.00001882208,0.0000521416,0.004312012,0.00001263222,0.001828835],"genre_scores_gemma":[0.9964297,0.0005620308,0.000122956,0.0002500925,0.000007317014,0.00003086965,0.00202755,0.00001195633,0.0005575108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9417557,"threshold_uncertainty_score":0.1171746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04950845875521607,"score_gpt":0.3811264251304251,"score_spread":0.331617966375209,"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."}}