{"id":"W2308751262","doi":"10.1088/0031-9155/61/8/r90","title":"Review of ultrasound image guidance in external beam radiotherapy part II: intra-fraction motion management and novel applications","year":2016,"lang":"en","type":"review","venue":"Physics in Medicine and Biology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":103,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Universiteit Maastricht; Medical Research Council; National Institute for Health and Care Research; Cancer Research UK","keywords":"Computer science; Radiation therapy; Ultrasound; Medical imaging; Medical physics; Biomedical engineering; Medicine; Artificial intelligence; 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":[0.001113938,0.0008105985,0.001339423,0.003034409,0.000323687,0.001355207,0.00118275,0.00162904,0.005704225],"category_scores_gemma":[0.002270503,0.0005700632,0.0008766639,0.003546746,0.0006884246,0.001948669,0.0007630061,0.001712052,0.003005464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000866151,"about_ca_system_score_gemma":0.001373708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001464945,"about_ca_topic_score_gemma":0.001505132,"domain_scores_codex":[0.9993404,0.0001345271,0.0001363952,0.0001224571,0.0002301036,0.00003611367],"domain_scores_gemma":[0.9983531,0.0008639402,0.0001822174,0.00004569781,0.0004827211,0.00007238064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00009091091,0.00005544953,0.0002429294,0.02737396,0.0001140385,0.0001853168,0.0001022051,0.0006958191,0.003082067,0.002903006,0.05762154,0.9075327],"study_design_scores_gemma":[0.00001095322,0.0001244715,0.001034426,0.006419015,0.0001286548,0.001486183,0.00005823428,0.0002334506,0.0007931158,0.001158596,0.9885132,0.00003977089],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001427795,0.9967976,0.0006760781,0.0004871341,0.0007580563,0.00001074937,0.00003102564,0.00001283073,0.001083874],"genre_scores_gemma":[0.0008528088,0.9956802,0.0007963108,0.000597974,0.001060883,0.00001690832,0.00006936333,0.000009750823,0.0009158793],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005704225,"threshold_uncertainty_score":0.01908255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07489758050057044,"score_gpt":0.4179474296214488,"score_spread":0.3430498491208783,"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."}}