{"id":"W3116201895","doi":"10.1148/radiol.2020202747","title":"MRI-guided Radiation Therapy: An Emerging Paradigm in Adaptive Radiation Oncology","year":2020,"lang":"en","type":"review","venue":"Radiology","topic":"Advanced MRI Techniques and Applications","field":"Medicine","cited_by":158,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"National Cancer Institute","keywords":"Medicine; Radiation oncology; Medical physics; Radiation therapy; Radiobiology; 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":[0.000278877,0.0004040251,0.002137468,0.0003706018,0.00006615237,0.000006475643,0.0002136589,0.0007430339,0.00007502946],"category_scores_gemma":[0.000067006,0.0003548051,0.0002688367,0.0005900452,0.00009462792,0.00009570321,0.00003155982,0.0007580797,0.00005100372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008448407,"about_ca_system_score_gemma":0.0006272845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003316121,"about_ca_topic_score_gemma":0.000008677076,"domain_scores_codex":[0.9975287,0.000427049,0.0008583548,0.0007078702,0.0001031613,0.0003748421],"domain_scores_gemma":[0.9985216,0.0002345848,0.0005433928,0.0004787187,0.00003273501,0.0001889448],"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":[0.00003899116,0.00009575783,0.00001237016,0.000207627,0.00004849168,0.00005872891,0.00015667,0.00002718412,0.000005558378,0.007005252,0.00138675,0.9909566],"study_design_scores_gemma":[0.0007763216,0.000859746,0.00004788782,0.0003793245,0.0001984417,0.0005476003,0.00001911593,0.0007042942,0.000004751526,0.001241787,0.9949372,0.0002835068],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001025617,0.9784065,0.0163064,0.001291338,0.0001500889,0.002492632,0.00003120886,0.0002187368,0.001092854],"genre_scores_gemma":[0.00008388711,0.9888036,0.007506661,0.0005490692,0.0007527913,0.001092539,0.001078691,0.00008192191,0.00005084918],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9935505,"threshold_uncertainty_score":0.9998904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1137474330019424,"score_gpt":0.4539570335888656,"score_spread":0.3402096005869232,"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."}}