{"id":"W2738697404","doi":"10.1016/j.radonc.2017.07.004","title":"Utilizing circulating tumour DNA in radiation oncology","year":2017,"lang":"en","type":"review","venue":"Radiotherapy and Oncology","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; Princess Margaret Cancer Centre; University of Toronto","funders":"Princess Margaret Cancer Foundation; Canadian Cancer Society Research Institute; Cancer Research Society; American Society of Clinical Oncology; Conquer Cancer Foundation","keywords":"Medicine; Circulating tumor DNA; Radiation oncology; Oncology; Radiation therapy; Minimal residual disease; Personalized medicine; Biomarker; Epigenetics; Internal medicine; Disease; Cancer; Medical physics; Bioinformatics; Biology","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":[0.0009901999,0.0009875933,0.0015327,0.001905605,0.0002761134,0.001411602,0.001016035,0.00158159,0.00274239],"category_scores_gemma":[0.001490231,0.0003585957,0.0004372019,0.001867074,0.0008831203,0.001768701,0.001142816,0.002627661,0.001567979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007573352,"about_ca_system_score_gemma":0.001409672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001012435,"about_ca_topic_score_gemma":0.002330153,"domain_scores_codex":[0.9997486,0.00005645471,0.00003233292,0.00004705188,0.00008851243,0.00002701738],"domain_scores_gemma":[0.9994574,0.0002998696,0.00006133495,0.00001583904,0.0001213585,0.00004416539],"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":[0.00007718281,0.00004950943,0.0001923532,0.0112118,0.00006759114,0.0001854538,0.00003840447,0.0003883126,0.001158275,0.004171527,0.03795126,0.9445083],"study_design_scores_gemma":[0.00002782424,0.00006699169,0.0004299687,0.003073386,0.0001192932,0.001134034,0.00005136545,0.0001422843,0.0005549696,0.002966965,0.9914103,0.00002257433],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004019686,0.9988464,0.0001473132,0.0002874389,0.0002599485,0.000002737753,0.000008792851,0.000004311348,0.0004028048],"genre_scores_gemma":[0.0004528141,0.9981955,0.0001983048,0.0003459406,0.0003593981,0.000005065465,0.00002204477,0.000001569881,0.0004194081],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00274239,"threshold_uncertainty_score":0.009174168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05654866952628445,"score_gpt":0.3916128159008607,"score_spread":0.3350641463745762,"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."}}