{"id":"W4408652660","doi":"10.1089/end.2025.32121.ed","title":"Focal Therapy: The Art of Harmonizing Cancer Control with Quality of Life","year":2025,"lang":"en","type":"editorial","venue":"Journal of Endourology","topic":"Economic and Financial Impacts of Cancer","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Quality of life (healthcare); Quality (philosophy); Cancer therapy; Cancer; Intensive care medicine; Internal medicine; Medical physics; Oncology; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002021082,0.0002614712,0.002119555,0.0003074288,0.00005049325,0.00002291611,0.0006678983,0.000546774,0.0002543888],"category_scores_gemma":[0.001550867,0.0001920904,0.0004382503,0.0001379869,0.0003050934,0.0001527578,0.00004302584,0.001055544,0.000005723839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001148057,"about_ca_system_score_gemma":0.001144667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005864779,"about_ca_topic_score_gemma":0.000212629,"domain_scores_codex":[0.9970017,0.00009659167,0.002229284,0.0002432264,0.0001181653,0.0003110182],"domain_scores_gemma":[0.9915503,0.001422418,0.006090727,0.0003502909,0.0004960356,0.00009017863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003669413,0.000137772,0.0154101,0.00011683,0.001796963,0.00000543083,0.0001970998,0.0004923434,0.00003090839,0.008640052,0.9680126,0.001490506],"study_design_scores_gemma":[0.00504868,0.00100161,0.00499146,0.00007712556,0.00008021641,0.000003008053,0.00002540835,0.00002426028,0.0000475875,0.003508685,0.9849828,0.0002091712],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.04749241,0.1021856,0.005915463,0.008405332,0.8177541,0.0006881643,0.002806889,0.00001484611,0.01473708],"genre_scores_gemma":[0.6365649,0.02059655,0.0001929981,0.001674423,0.3394033,0.00003146904,0.00001284572,0.00007760706,0.00144595],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5890725,"threshold_uncertainty_score":0.7833217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04845527469147447,"score_gpt":0.2822021787882648,"score_spread":0.2337469040967903,"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."}}