{"id":"W2905847753","doi":"10.1016/j.phro.2018.11.006","title":"Changes in apparent diffusion coefficient radiomics features during dose-painted radiotherapy and high dose rate brachytherapy for prostate cancer","year":2018,"lang":"en","type":"article","venue":"Physics and Imaging in Radiation Oncology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; University Health Network; Princess Margaret Cancer Centre; University of Toronto","funders":"H2020 Society","keywords":"Prostate cancer; Medicine; Effective diffusion coefficient; Prostate; Nuclear medicine; Radiation therapy; Diffusion MRI; Brachytherapy; Imaging biomarker; Radiomics; Magnetic resonance imaging; Radiology; Cancer; Urology; Internal medicine","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":[0.0003124874,0.0001462292,0.0002043278,0.0002981403,0.0001466297,0.000319186,0.0001853791,0.0001663549,0.0006281596],"category_scores_gemma":[0.001254504,0.0001238472,0.000167541,0.0002210028,0.0002041276,0.0001865803,0.0001711645,0.0003230014,0.0001399084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003398387,"about_ca_system_score_gemma":0.0001714021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000986074,"about_ca_topic_score_gemma":0.001113221,"domain_scores_codex":[0.9998298,0.00004652735,0.000009749669,0.00002865858,0.00005546182,0.00002978972],"domain_scores_gemma":[0.9996439,0.0001009741,0.00014505,0.00003611931,0.00004013369,0.0000338015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.008874862,0.0007128039,0.2196113,0.0003407661,0.0002132575,0.0007481102,0.0006251324,0.009652751,0.6401106,0.0001661751,0.0008202734,0.118124],"study_design_scores_gemma":[0.00006401473,0.004203624,0.8024961,0.00001216125,0.0001158672,0.002279368,0.0001377919,0.007474327,0.1816308,0.0001031527,0.001438401,0.00004444764],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979522,0.0002900496,0.001333417,0.00001420676,0.000004146499,0.00001462389,0.00007678303,0.00002906001,0.0002854008],"genre_scores_gemma":[0.9993704,0.00004328897,0.0003932195,0.000005191262,0.000002034588,0.000007727466,0.00005634113,0.000006963869,0.0001148286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000986074,"threshold_uncertainty_score":0.002465665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01168561289722429,"score_gpt":0.3171343242399262,"score_spread":0.3054487113427019,"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."}}