{"id":"W2264413708","doi":"10.1200/jco.2015.33.7_suppl.8","title":"A biomarker panel associated with distant metastasis in prostate cancer patients treated with radiotherapy as prognostic for DM in a large cohort of prostatectomy patients.","year":2015,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Genome British Columbia","funders":"","keywords":"Medicine; Prostate cancer; Internal medicine; Proportional hazards model; Oncology; Prostatectomy; Cancer; Biomarker; Radiation therapy; Metastasis; Cohort; Biochemical recurrence; Clinical significance","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000343272,0.0002535064,0.0003296803,0.0005624273,0.0002444844,0.0004090799,0.0002176473,0.0002758582,0.0008325557],"category_scores_gemma":[0.0007336991,0.0001530516,0.0002831554,0.0006233818,0.000126262,0.0001233413,0.0002608867,0.0003580482,0.0001813693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002137591,"about_ca_system_score_gemma":0.0002238804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001455842,"about_ca_topic_score_gemma":0.002658397,"domain_scores_codex":[0.9998239,0.00003870585,0.00001062756,0.00006552103,0.00003682877,0.00002455071],"domain_scores_gemma":[0.9996645,0.0000735393,0.0001348908,0.00003276578,0.00003121193,0.0000629853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005087377,0.00003851359,0.9890767,0.00001718164,0.000110637,0.0001021229,0.00003345931,0.0002443421,0.005438277,0.00001264917,0.0002532724,0.004164106],"study_design_scores_gemma":[0.00001746878,0.0002081063,0.9974524,0.000003393548,0.00006999885,0.0004001168,0.00003680573,0.000839114,0.0006116018,0.00002463949,0.0003310833,0.000005207102],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987499,0.0002378342,0.00013104,0.00002642759,0.000003173756,0.000008154959,0.0006996999,0.000006232192,0.0001376086],"genre_scores_gemma":[0.9981883,0.00004826062,0.0002973691,0.00002719666,0.000007421955,0.00001536668,0.001301527,0.000002380909,0.0001122312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001455842,"threshold_uncertainty_score":0.002894759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1191811030429419,"score_gpt":0.4548917497457362,"score_spread":0.3357106467027943,"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."}}