{"id":"W3092703656","doi":"10.1016/j.phro.2020.09.005","title":"Evaluation of multi-institutional end-to-end testing for post-operative spine stereotactic body radiation therapy","year":2020,"lang":"en","type":"article","venue":"Physics and Imaging in Radiation Oncology","topic":"Management of metastatic bone disease","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"Tokyo Metropolitan Government","keywords":"Imaging phantom; Dosimeter; Nuclear medicine; Spinal cord; Medicine; Radiation therapy; Materials science; Dosimetry; Biomedical engineering; Radiology","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":[0.004934589,0.0006603823,0.0003497776,0.0005656804,0.0004056952,0.0004138391,0.001213778,0.0005756859,0.002012217],"category_scores_gemma":[0.007161215,0.0002146516,0.0005585555,0.0004469137,0.0005866712,0.0005382947,0.001017199,0.0004425432,0.0005503401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000841786,"about_ca_system_score_gemma":0.0004440228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008099859,"about_ca_topic_score_gemma":0.001020688,"domain_scores_codex":[0.9963719,0.001408044,0.0002405731,0.0005929598,0.001169465,0.0002171249],"domain_scores_gemma":[0.9913891,0.002246804,0.001506364,0.001627324,0.002663542,0.0005668986],"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":[0.01457127,0.01099921,0.3284365,0.0004748461,0.0004656007,0.0006250067,0.002909512,0.04855729,0.4192667,0.0006778046,0.00153695,0.1714793],"study_design_scores_gemma":[0.000343523,0.05999885,0.4667741,0.00002844985,0.0003848954,0.001300168,0.0008001937,0.02702858,0.4370437,0.000273408,0.005893945,0.0001300701],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9790983,0.00007420749,0.01797539,0.00003683662,0.00002542235,0.0004078832,0.0002746593,0.0003426438,0.001764539],"genre_scores_gemma":[0.9855702,0.00002743634,0.01269745,0.00002945385,0.000009859992,0.0002769244,0.0005484647,0.00008926022,0.000750888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004934589,"threshold_uncertainty_score":0.02609694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08742291053391515,"score_gpt":0.4001498926123483,"score_spread":0.3127269820784331,"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."}}