{"id":"W2041507131","doi":"10.1038/pcan.2015.1","title":"Evaluation of models predicting insignificant prostate cancer to select men for active surveillance of prostate cancer","year":2015,"lang":"en","type":"article","venue":"Prostate Cancer and Prostatic Diseases","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"Hutchison Whampoa Limited; National Institute for Health and Care Research; Cancer Research UK","keywords":"Medicine; Prostate cancer; Cancer; Prostate; Oncology; 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":[0.001094323,0.0005734458,0.001178025,0.0002603359,0.0001447127,0.0000597701,0.0001464102,0.00009142374,0.00004777258],"category_scores_gemma":[0.0004576271,0.000470723,0.0001659637,0.0006841111,0.0002619651,0.0004623918,0.0001044845,0.0001547039,0.000001161701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009771279,"about_ca_system_score_gemma":0.004383374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003284924,"about_ca_topic_score_gemma":0.0004911338,"domain_scores_codex":[0.9955502,0.0002138578,0.001017033,0.0009744074,0.001459466,0.0007850608],"domain_scores_gemma":[0.9935979,0.0002273607,0.0007418639,0.0004238983,0.004210268,0.0007986699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01438082,0.001179587,0.5628325,0.004579181,0.00208216,0.00001192645,0.03153576,0.02060086,0.002230193,0.0001141794,0.005682925,0.3547699],"study_design_scores_gemma":[0.0884563,0.01473573,0.4601956,0.01429481,0.01784529,0.00002779896,0.01938974,0.1540832,0.1973243,0.02328247,0.00612752,0.004237167],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9250796,0.04200552,0.00005052258,0.00217538,0.0003642854,0.01321435,0.01671797,0.00008716437,0.000305143],"genre_scores_gemma":[0.966439,0.01243589,0.0004095657,0.0002560295,0.0001298817,0.01949789,0.0003785517,0.0001123998,0.0003408078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3505328,"threshold_uncertainty_score":0.9997745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06571098803567554,"score_gpt":0.3584957700870056,"score_spread":0.2927847820513301,"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."}}