{"id":"W2889201576","doi":"10.1016/j.ijrobp.2018.08.030","title":"Genomic Classifier for Guiding Treatment of Intermediate-Risk Prostate Cancers to Dose-Escalated Image Guided Radiation Therapy Without Hormone Therapy","year":2018,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"Genome British Columbia; Princess Margaret Cancer Centre; Ontario Institute for Cancer Research; University of Toronto; University Health Network","funders":"National Medical Research Council; Canadian Institutes of Health Research; Prostate Cancer Canada; Medical Research Council; Movember Foundation; Duke-NUS Medical School; Terry Fox Research Institute; Canadian Cancer Society","keywords":"Radiation therapy; Hormone therapy; Prostate cancer; Medicine; Oncology; Prostate; Internal medicine; Radiology; Cancer","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001039927,0.0003763743,0.0004228459,0.0006965652,0.0001777733,0.0005992925,0.0003320802,0.0002503266,0.0007495911],"category_scores_gemma":[0.00417193,0.00008866278,0.0003009249,0.0003466163,0.0001790889,0.0002217276,0.0003075193,0.0003670438,0.0001750582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003968299,"about_ca_system_score_gemma":0.0005380595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001624699,"about_ca_topic_score_gemma":0.002630534,"domain_scores_codex":[0.999513,0.0001982808,0.00003595025,0.0001027175,0.0001057453,0.00004436081],"domain_scores_gemma":[0.9989974,0.000419776,0.0003046971,0.00006595756,0.0001210671,0.0000909736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004825103,0.00007406605,0.9504541,0.00003394757,0.000113678,0.00005964022,0.00002719183,0.003742085,0.001556534,0.0001424575,0.0008474839,0.04246622],"study_design_scores_gemma":[0.0001423845,0.0008798864,0.8615528,0.00006631469,0.0004566898,0.0008151935,0.0001279679,0.1282605,0.003250494,0.001465962,0.002949203,0.0000325876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863073,0.000972424,0.01063474,0.00036184,0.00003796805,0.00006600203,0.0005941073,0.00008497797,0.0009405634],"genre_scores_gemma":[0.9962924,0.0001082035,0.002856473,0.00004874219,0.00002225778,0.00001466107,0.0005805308,0.000006677811,0.00007011436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001624699,"threshold_uncertainty_score":0.005499721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04622695694436658,"score_gpt":0.3677886586102559,"score_spread":0.3215617016658894,"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."}}