{"id":"W3081879563","doi":"10.1016/j.phro.2020.08.003","title":"In vivo dosimetry in external beam photon radiotherapy: Requirements and future directions for research, development, and clinical practice","year":2020,"lang":"en","type":"review","venue":"Physics and Imaging in Radiation Oncology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"CancerCare Manitoba","funders":"","keywords":"Quality assurance; Medical physics; Dosimetry; Documentation; Radiation therapy; Radiation treatment planning; Medicine; Computer science; Automation; External beam radiotherapy; Systems engineering; Brachytherapy; Nuclear medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001038466,0.0002467085,0.0008789627,0.0002806676,0.0000962734,0.00005805417,0.0001035887,0.0001225631,0.000008766087],"category_scores_gemma":[0.00004677579,0.0002496666,0.00006110482,0.0004003176,0.0001218831,0.0004194252,0.0000570446,0.0007074873,1.864949e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003923277,"about_ca_system_score_gemma":0.0003327646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001098089,"about_ca_topic_score_gemma":0.000009069103,"domain_scores_codex":[0.9979576,0.0003995748,0.0006858453,0.0005449445,0.0001132552,0.0002987732],"domain_scores_gemma":[0.9983378,0.001057945,0.0003587447,0.0001216053,0.00004367317,0.00008022908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002994749,0.0001898869,0.005455217,0.0002692456,0.00005039415,0.000005132992,0.0004923607,3.561007e-7,0.00001422522,0.001265947,0.0001533628,0.992074],"study_design_scores_gemma":[0.001057773,0.00008946797,0.000244538,0.0004603775,0.0000319259,0.000005556011,0.00007619013,0.0004810233,0.00002241235,0.001382818,0.9959299,0.0002180005],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002812536,0.9868294,0.01052081,0.0003947099,0.0002667223,0.001408699,0.00003084465,0.00001852896,0.0002490506],"genre_scores_gemma":[0.00007035,0.9611233,0.03702337,0.0001539312,0.001144475,0.0003999574,0.00002298278,0.00004591067,0.0000157257],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9957765,"threshold_uncertainty_score":0.9999955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06839490701881062,"score_gpt":0.4953356883190965,"score_spread":0.4269407813002859,"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."}}