{"id":"W2073538288","doi":"10.1148/radiol.10091147","title":"Prostate Cancer Managed with Active Surveillance: Role of Anatomic MR Imaging and MR Spectroscopic Imaging","year":2010,"lang":"en","type":"article","venue":"Radiology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":120,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; National Institutes of Health; Université Laval","keywords":"Medicine; Prostate cancer; Magnetic resonance imaging; Prostate; Radiology; Hazard ratio; Malignancy; Cancer; Retrospective cohort study; Confidence interval; Prostate-specific antigen; Institutional review board; Biopsy; Transrectal ultrasonography; Cohort; Internal medicine; Surgery","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009001062,0.0001553229,0.0003899375,0.00008986719,0.00004955914,0.000008150897,0.00004728712,0.00003278268,0.000077594],"category_scores_gemma":[0.00001353677,0.0001146129,0.00003049065,0.00009509995,0.0002514379,0.00006170935,0.00002722145,0.0002148817,0.000002278517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000942205,"about_ca_system_score_gemma":0.0001152452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005062115,"about_ca_topic_score_gemma":0.0003097939,"domain_scores_codex":[0.9991249,0.00003374044,0.0001534692,0.0003219483,0.0000745536,0.0002913772],"domain_scores_gemma":[0.9994636,0.00005849462,0.0001114839,0.0002120597,0.00006325376,0.0000911072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002985013,0.00004804154,0.9155779,0.00004929878,0.0001256458,0.00007569901,0.0004034961,0.000002171422,0.06058726,0.0002079297,0.0001467652,0.02247731],"study_design_scores_gemma":[0.003091534,0.0002153713,0.9404514,0.00007103658,0.00009393901,0.000234131,0.0003219349,0.0003327724,0.05325585,0.0003311477,0.001459522,0.0001412993],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991565,0.005169332,0.000006937152,0.001778137,0.0001461746,0.0004461296,0.00003811146,0.00003184545,0.0008183356],"genre_scores_gemma":[0.9973394,0.001826608,0.0003251448,0.0002108848,0.00009159656,0.000102227,0.00002351797,0.00002261751,0.00005804193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02487359,"threshold_uncertainty_score":0.4673777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003289163497076456,"score_gpt":0.250373811036692,"score_spread":0.2470846475396156,"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."}}