{"id":"W4412435884","doi":"10.1016/j.prnil.2025.07.002","title":"Advances in focal therapy for prostate cancer: current modalities, outcomes, and future directions","year":2025,"lang":"en","type":"article","venue":"Prostate International","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Prostate cancer; Modalities; Treatment modality; Medical physics; Current (fluid); Therapeutic modalities; Cancer; Intensive care medicine; Internal medicine","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":[0.00008847347,0.0001620581,0.0002344109,0.0001774236,0.00006610533,0.00004127762,0.00005780146,0.00003609498,0.00003587041],"category_scores_gemma":[0.00001880275,0.0001253552,0.00006956491,0.0001287871,0.00005311366,0.0001809684,0.00002964188,0.0001203497,9.175043e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003180145,"about_ca_system_score_gemma":0.0001949112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001324971,"about_ca_topic_score_gemma":0.00022045,"domain_scores_codex":[0.9990428,0.00001352485,0.0002685552,0.0003122312,0.0001586928,0.0002041614],"domain_scores_gemma":[0.9995464,0.00007131577,0.00006615873,0.00009880737,0.0001598524,0.00005748314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000396672,0.0002584481,0.4100878,0.00007664335,0.00008196537,0.000002844001,0.0003693382,0.000007508346,0.00001016875,0.002799338,0.0005562765,0.585353],"study_design_scores_gemma":[0.00451989,0.0001323102,0.2131655,0.0002163922,0.00002339987,0.000002500843,0.0001158866,0.0002829343,0.0003552767,0.003647444,0.7774363,0.0001021542],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.5349689,0.3336551,0.0002634332,0.1101201,0.008106695,0.006146435,0.002226,0.0002115021,0.00430188],"genre_scores_gemma":[0.4243076,0.5650016,0.0005145087,0.001159944,0.000384471,0.005752204,0.0003964723,0.00002821743,0.002455026],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.77688,"threshold_uncertainty_score":0.5111839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01360058257412476,"score_gpt":0.350079016046935,"score_spread":0.3364784334728102,"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."}}