{"id":"W2945595517","doi":"10.1016/j.clon.2019.05.009","title":"Radiotherapy Quality Assurance for the CHHiP Trial: Conventional Versus Hypofractionated High-Dose Intensity-Modulated Radiotherapy in Prostate Cancer","year":2019,"lang":"en","type":"article","venue":"Clinical Oncology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Janssen Biotech; Ipsen; National Institute for Health and Care Research; National Institutes of Health; Institute of Cancer Research; Cancer Research UK; Accuray; Bayer; Amgen; Sandoz; Cancer Research Institute","keywords":"Medicine; Quality assurance; Tomotherapy; Radiation therapy; Medical physics; Radiation treatment planning; Dosimetry; Clinical trial; Prostate cancer; Audit; Nuclear medicine; Radiology; Cancer; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006540535,0.0006849359,0.001633698,0.0003103018,0.0004198068,0.001203111,0.0008866649,0.001371209,0.005143809],"category_scores_gemma":[0.007005073,0.0003275724,0.002989185,0.0006147587,0.001569864,0.0009661755,0.001169824,0.002542996,0.0003191927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001349097,"about_ca_system_score_gemma":0.001413039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001965673,"about_ca_topic_score_gemma":0.002646845,"domain_scores_codex":[0.9933589,0.005113377,0.0002193193,0.0005415711,0.0004675158,0.0002993788],"domain_scores_gemma":[0.9967729,0.001168947,0.0009079018,0.0005913362,0.0001691894,0.0003896539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.9337398,0.001835653,0.004336503,0.0008350374,0.005514804,0.00001240931,0.0001146774,0.003344901,0.00169843,0.0007009201,0.001287016,0.04658004],"study_design_scores_gemma":[0.7873818,0.1326736,0.0557812,0.000294939,0.009598106,0.00009625898,0.0001336327,0.005765323,0.001809415,0.00195029,0.004436633,0.00007882486],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805841,0.00856371,0.003167475,0.001710949,0.0006579183,0.001205667,0.0007350433,0.00010963,0.003265409],"genre_scores_gemma":[0.9940796,0.0009558004,0.001682067,0.0008618532,0.0003646319,0.0005226108,0.0003810932,0.00003537216,0.001117049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006540535,"threshold_uncertainty_score":0.03459007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1360547332919858,"score_gpt":0.4863489870816483,"score_spread":0.3502942537896625,"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."}}