{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003472814,0.0001758704,0.0005024474,0.0002785421,0.00003922387,0.00001331361,0.000146558,0.0002641224,0.00002026606],"category_scores_gemma":[0.0002386431,0.0001855099,0.00001713593,0.0003994147,0.0002784948,0.000229883,0.000104183,0.0005986618,0.000001755597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00026647,"about_ca_system_score_gemma":0.000140811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004618402,"about_ca_topic_score_gemma":0.0001975605,"domain_scores_codex":[0.998529,0.0003775506,0.0002854103,0.0004415094,0.00006126014,0.0003053317],"domain_scores_gemma":[0.9989343,0.0006250806,0.0001478867,0.000158531,0.00005183894,0.0000823287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006642698,0.000240138,0.8332625,0.000005206512,0.0000519284,0.00008737102,0.000477215,0.00002852875,0.0003944473,0.001702727,0.01310602,0.1499797],"study_design_scores_gemma":[0.005118096,0.004202398,0.09051514,0.00003730779,0.00003410592,0.00002472155,0.002110873,0.002128018,0.001145426,0.005820252,0.888213,0.0006506953],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8905817,0.00188321,0.084843,0.01598543,0.0007119181,0.001198958,0.00007262064,0.0001980819,0.004525118],"genre_scores_gemma":[0.7762691,0.001042705,0.2189995,0.003273515,0.0001395622,0.0001122237,0.00003060881,0.00004837657,0.00008440422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8751069,"threshold_uncertainty_score":0.7564875,"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."}}