{"id":"W3108553571","doi":"10.3389/fonc.2020.602607","title":"NRG Oncology Survey on Practice and Technology Use in SRT and SBRT Delivery","year":2020,"lang":"en","type":"article","venue":"Frontiers in Oncology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"National Cancer Institute; NRG Oncology","keywords":"Medicine; Medical physics; Radiation oncology; Radiosurgery; Radiation therapy; Nuclear medicine; Prostate; Prostate cancer; Stereotactic radiotherapy; Clinical trial; Radiology; Internal medicine; Cancer","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":[0.004188192,0.0001845451,0.000281905,0.001514414,0.0002213413,0.0003541751,0.0004950813,0.0005333493,0.004429494],"category_scores_gemma":[0.01260559,0.0001533317,0.0002716864,0.003018226,0.0003086598,0.0005988833,0.0008434621,0.0003490728,0.001005353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001266229,"about_ca_system_score_gemma":0.001269831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01067956,"about_ca_topic_score_gemma":0.01037392,"domain_scores_codex":[0.9959463,0.001654848,0.0007094641,0.0003185824,0.001026823,0.000343895],"domain_scores_gemma":[0.9793584,0.003921724,0.01250993,0.0007091187,0.001926976,0.001573823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000109144,0.0001094149,0.9732788,0.000157976,0.00003506861,0.00005377893,0.0007906427,0.0001813186,0.0003093949,0.00009170211,0.008496271,0.01638644],"study_design_scores_gemma":[0.00001398917,0.0001436119,0.9923978,0.00004906488,0.000008704625,0.00008219439,0.0004495329,0.0001084374,0.00007934056,0.00001963933,0.006641961,0.000005620808],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9613814,0.001061303,0.0006237244,0.003091102,0.00004382048,0.0006315544,0.01940193,0.0001264951,0.01363868],"genre_scores_gemma":[0.9834025,0.001163207,0.001132326,0.00185312,0.00005846069,0.0007114502,0.009434712,0.00004117073,0.002202973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01067956,"threshold_uncertainty_score":0.02214956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02003945270382762,"score_gpt":0.3145003277824183,"score_spread":0.2944608750785906,"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."}}