{"id":"W3178468434","doi":"10.1158/1538-7445.am2021-lb065","title":"Abstract LB065: Prostate cancer molecular immunophenotypes in biopsies with high vs average radiation sensitivity as predicted by post-operative radiation therapy outcomes (PORTOS) scores","year":2021,"lang":"en","type":"article","venue":"Cancer Research","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Decipher Biosciences (Canada)","funders":"","keywords":"Prostate cancer; Medicine; Radiation therapy; Biopsy; Oncology; Prostate biopsy; Internal medicine; Cancer; Gene signature; Pathology; Prostate; Biology; Gene expression; Gene","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":[0.0005449254,0.0001972063,0.0002374188,0.0006246387,0.0001738217,0.0004742465,0.0002016897,0.0002303312,0.002957068],"category_scores_gemma":[0.0008766243,0.00009778764,0.0002249416,0.0004454619,0.0002410882,0.0001796273,0.000300084,0.0003267957,0.0002377635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001897013,"about_ca_system_score_gemma":0.0001259144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002575777,"about_ca_topic_score_gemma":0.0004431671,"domain_scores_codex":[0.9997136,0.00009174393,0.00002851192,0.00005513685,0.00007787068,0.00003324396],"domain_scores_gemma":[0.9992908,0.0001801698,0.0003104321,0.00003302348,0.00006366178,0.0001219451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003818105,0.0001003733,0.9638214,0.00004348088,0.000126558,0.0001064286,0.00003108037,0.0002927997,0.02461159,0.00004573108,0.0002947184,0.006707702],"study_design_scores_gemma":[0.00008021842,0.001042505,0.9897544,0.00000583205,0.00008470694,0.0006535344,0.0000572829,0.000825818,0.007085242,0.00007268289,0.0003318075,0.000006065529],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998827,0.0001235098,0.0002464789,0.00002144848,0.000003216123,0.00001280198,0.0003517819,0.000008204611,0.0004055671],"genre_scores_gemma":[0.9989393,0.00002886139,0.0002650033,0.00002878597,0.000006456107,0.00001935088,0.0005402421,0.000003131457,0.0001688082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002957068,"threshold_uncertainty_score":0.009892404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02042805063804352,"score_gpt":0.3654904213447427,"score_spread":0.3450623707066992,"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."}}