{"id":"W2128714524","doi":"10.1016/j.eururo.2014.11.004","title":"Active Surveillance for Low-risk Prostate Cancer: Developments to Date","year":2014,"lang":"en","type":"letter","venue":"European Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Prostate cancer; Watchful waiting; Gynecology; Oncology; Cancer; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003784983,0.0005118735,0.0008335022,0.0001712822,0.0001230455,0.00002780289,0.0002607198,0.0002147273,0.0000905575],"category_scores_gemma":[0.0002362942,0.0004326361,0.0001555651,0.0001267321,0.00008033848,0.00002791223,0.0001519624,0.0008210251,0.0006059966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002032173,"about_ca_system_score_gemma":0.0002311112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006448816,"about_ca_topic_score_gemma":0.0000297168,"domain_scores_codex":[0.9970381,0.0004060314,0.0004990429,0.001032506,0.0002182195,0.0008061443],"domain_scores_gemma":[0.9982267,0.0003356251,0.0004039145,0.0006058345,0.0002364731,0.0001914491],"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":[0.0006796915,0.00005802722,0.01067242,0.0002189526,0.0005818011,0.0007499707,0.0003321173,0.0000204618,0.00002102869,0.000002354269,0.9409297,0.04573354],"study_design_scores_gemma":[0.00233311,0.001288155,0.03279163,0.0001054457,0.0002180643,0.00003247547,0.000002880612,0.000007003092,0.0002450066,0.00001302572,0.9625842,0.0003789977],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02763598,0.001293394,0.0003345356,0.949482,0.002426063,0.005273968,0.002742413,0.0002535263,0.0105581],"genre_scores_gemma":[0.02524382,0.002153285,0.0008202971,0.9590682,0.003654931,0.001131336,0.002793388,0.000309775,0.004824923],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04535455,"threshold_uncertainty_score":0.9998125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01773733918003166,"score_gpt":0.273688203441349,"score_spread":0.2559508642613173,"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."}}