{"id":"W3121157043","doi":"10.1002/bco2.70","title":"Impact of Decipher on use of post‐operative radiotherapy: Individual patient analysis of two prospective registries","year":2021,"lang":"en","type":"article","venue":"BJUI Compass","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Studies; Decipher Biosciences (Canada)","funders":"","keywords":"DECIPHER; Radiation therapy; Medicine; Psychology; Internal medicine; Bioinformatics; Biology","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":[0.00005500359,0.0001547596,0.0007887068,0.0001750299,0.00002135313,0.00001071064,0.00004636107,0.0000351296,0.0002528791],"category_scores_gemma":[0.00007504812,0.0001101343,0.0003769058,0.0007027787,0.0001168888,0.00005703469,0.00002831858,0.00007039301,5.487763e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002552199,"about_ca_system_score_gemma":0.0003063351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000741892,"about_ca_topic_score_gemma":0.000149575,"domain_scores_codex":[0.9988404,0.00007969425,0.0003795968,0.0002340325,0.0003323224,0.0001339826],"domain_scores_gemma":[0.99842,0.0002009656,0.0002864757,0.0003725747,0.0006478183,0.00007218969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001002124,0.00221522,0.9687893,0.00002974393,0.01335135,0.00003963199,0.003690238,0.002399403,0.003995519,0.0005510869,0.0009045416,0.003031874],"study_design_scores_gemma":[0.00235184,0.003307721,0.9096178,0.0001473048,0.001496325,0.000003237458,0.0002439234,0.0001610962,0.08245822,0.00001822096,0.0001111371,0.00008312869],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973567,0.0009152295,0.00006932915,0.0001768995,0.00003237883,0.0003854235,0.0008701602,0.000007309518,0.0001865441],"genre_scores_gemma":[0.9986077,0.0001566244,0.0008715118,0.00008423509,0.00001349692,0.00003549066,0.0001766387,0.00001253314,0.00004178901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07846271,"threshold_uncertainty_score":0.4491146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0361803899765737,"score_gpt":0.3479804463256003,"score_spread":0.3118000563490266,"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."}}