{"id":"W4281750849","doi":"10.1002/pros.24373","title":"Genomic biomarkers to guide precision radiotherapy in prostate cancer","year":2022,"lang":"en","type":"review","venue":"The Prostate","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Cancer Institute; National Institutes of Health","keywords":"Prostate cancer; Prostate; Medicine; Radiation therapy; Cancer; Oncology; Prostate disease; Internal medicine; Pathology","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":[0.001067796,0.0006727726,0.001295846,0.00202755,0.0001856694,0.001044313,0.0008621764,0.001233124,0.00319341],"category_scores_gemma":[0.002297075,0.0002600208,0.0008495334,0.001393054,0.000516641,0.0009765923,0.0006026059,0.001741599,0.001349517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006767155,"about_ca_system_score_gemma":0.001274113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001493868,"about_ca_topic_score_gemma":0.002637831,"domain_scores_codex":[0.9996545,0.0001091521,0.00004564895,0.00005573484,0.0001127489,0.00002219543],"domain_scores_gemma":[0.9993441,0.0004346556,0.0000695847,0.00001819621,0.0001152572,0.00001827611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000580336,0.00003368337,0.0003842603,0.01937588,0.0002114769,0.0001425505,0.00005725573,0.0006701513,0.0009562956,0.005969647,0.01570585,0.9564348],"study_design_scores_gemma":[0.00002355934,0.0001162262,0.00156497,0.01210814,0.0003296235,0.00132144,0.00008876478,0.0002993167,0.0008516487,0.00544893,0.9778143,0.0000330149],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007074387,0.9986445,0.0002559449,0.0003282598,0.000121924,0.000005472263,0.00002051203,0.000005098895,0.000547485],"genre_scores_gemma":[0.001168198,0.997809,0.000346112,0.0002382471,0.0001020172,0.000007876461,0.00003908888,0.000001633363,0.0002878131],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00319341,"threshold_uncertainty_score":0.010683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07174354759623408,"score_gpt":0.4222440753397179,"score_spread":0.3505005277434838,"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."}}