{"id":"W3139344821","doi":"10.3389/fonc.2021.628009","title":"Review of MR-Guided Radiotherapy for Esophageal Cancer","year":2021,"lang":"en","type":"article","venue":"Frontiers in Oncology","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Radiation therapy; Esophageal cancer; Chemoradiotherapy; Radiology; Image-guided radiation therapy; Cancer; Head and neck cancer; Internal medicine","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":[0.0002553386,0.00009612702,0.0006423746,0.00008425988,0.00001887355,0.000001730477,0.00006991189,0.00008723017,0.0004573842],"category_scores_gemma":[0.00016647,0.0000825531,0.0001326061,0.0002334718,0.00007948377,0.0000236105,0.0000162825,0.0001240757,0.00000137272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008225489,"about_ca_system_score_gemma":0.001281845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007414734,"about_ca_topic_score_gemma":0.00004712715,"domain_scores_codex":[0.9989792,0.00009590758,0.0002998058,0.000225549,0.0001323308,0.0002672562],"domain_scores_gemma":[0.999352,0.00007533818,0.00007704188,0.0002102534,0.0001773365,0.0001080345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008031583,0.0006048189,0.09104804,0.008536093,0.0004090627,0.000763692,0.0001505636,0.00000633507,0.000309046,0.0002047122,0.7178015,0.1793629],"study_design_scores_gemma":[0.02139215,0.004173016,0.01797987,0.00542178,0.000371414,0.000212128,0.0001242794,0.0003573401,0.01907107,0.001016015,0.9296379,0.0002430017],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002718291,0.9832466,0.001335087,0.009398573,0.0007457681,0.00101625,0.00004321311,0.00001246323,0.001483746],"genre_scores_gemma":[0.02532027,0.822862,0.1238643,0.01894005,0.0006125121,0.00163083,0.000172108,0.0000600253,0.006537916],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2118364,"threshold_uncertainty_score":0.5008036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04098788421937006,"score_gpt":0.4201413163289618,"score_spread":0.3791534321095918,"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."}}