{"id":"W2048088264","doi":"10.1185/03007995.2014.919908","title":"Influence of a genomic classifier on post-operative treatment decisions in high-risk prostate cancer patients: results from the PRO-ACT study","year":2014,"lang":"en","type":"article","venue":"Current Medical Research and Opinion","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Genome British Columbia","funders":"","keywords":"Medicine; Prostate cancer; Oncology; Classifier (UML); Internal medicine; Prostatectomy; Cancer; Artificial intelligence","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":[0.001047643,0.0001708103,0.0003423766,0.0001186286,0.0001525005,0.00002550928,0.0001331274,0.00006349274,0.00002867915],"category_scores_gemma":[0.004408141,0.00008553804,0.0000400179,0.0002206643,0.0002701503,0.00005655455,0.0001153163,0.000481899,0.00001457931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003736185,"about_ca_system_score_gemma":0.0005639867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005589797,"about_ca_topic_score_gemma":0.001240497,"domain_scores_codex":[0.9970198,0.0005379742,0.0004910831,0.000497382,0.001097698,0.0003561204],"domain_scores_gemma":[0.9961908,0.002608973,0.0001090231,0.0003536463,0.0003708416,0.0003667338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002689854,0.004082508,0.5777388,0.0000123,0.00007049519,0.000005268053,0.003369195,0.00002043489,0.0000167933,0.00003840672,0.0004374048,0.4115186],"study_design_scores_gemma":[0.01219305,0.01331696,0.9651475,0.001344341,0.00002132789,1.934379e-7,0.0003221356,0.000168529,0.0001779849,0.0001352767,0.007097427,0.00007525682],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919207,0.001738543,0.000001079455,0.003112044,0.00017281,0.002475606,0.000547946,0.000007216564,0.00002408381],"genre_scores_gemma":[0.961033,0.03774475,0.000007651083,0.00006988822,0.0001371368,0.0007460166,0.00023778,0.00001139472,0.00001232011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4114433,"threshold_uncertainty_score":0.8450139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08400146609774921,"score_gpt":0.4438676083707259,"score_spread":0.3598661422729766,"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."}}