{"id":"W2146725299","doi":"10.1097/01.ju.0000141712.79986.77","title":"ACTIVE SURVEILLANCE WITH SELECTIVE DELAYED INTERVENTION: USING NATURAL HISTORY TO GUIDE TREATMENT IN GOOD RISK PROSTATE CANCER","year":2004,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":102,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Medicine; Natural history; Prostate cancer; Intervention (counseling); Cancer; Oncology; Intensive care medicine; Gynecology; Internal medicine; 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":[0.0002707979,0.000142194,0.0003467434,0.0001184696,0.00003902262,0.000002966852,0.00006484554,0.00003509732,0.00002036081],"category_scores_gemma":[0.00003084244,0.0000766442,0.00007982692,0.0001394524,0.00006590921,0.00006270353,0.00001561475,0.0002471302,0.000001703948],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004496799,"about_ca_system_score_gemma":0.0005809859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004292654,"about_ca_topic_score_gemma":0.006355846,"domain_scores_codex":[0.9990276,0.0001695088,0.0003317794,0.000125142,0.0001325792,0.0002134508],"domain_scores_gemma":[0.9990985,0.00009649222,0.0003904466,0.0001182705,0.0002159537,0.00008030426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.09557437,0.004142433,0.6457094,0.00005684318,0.007033034,0.002448256,0.04474315,0.1026406,0.005678361,0.00009383552,0.001181587,0.09069814],"study_design_scores_gemma":[0.03410808,0.0440968,0.8895597,0.0003963143,0.001615541,0.00316752,0.001063936,0.0001967696,0.01108686,0.0003631845,0.01399217,0.0003531359],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860763,0.009938245,0.000124471,0.003017153,0.0002522639,0.0004703237,0.00001485076,0.000005420256,0.000100963],"genre_scores_gemma":[0.9970179,0.001967805,0.0003576041,0.0004228497,0.00009363856,0.00003012367,0.000001751001,0.00001510889,0.00009324504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2438503,"threshold_uncertainty_score":0.9993247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01402247291034809,"score_gpt":0.294963993910763,"score_spread":0.2809415210004149,"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."}}