{"id":"W4310255640","doi":"10.3389/fonc.2022.1060098","title":"High grade glioma radiation therapy on a high field 1.5 Tesla MR-Linac - workflow and initial experience with daily adapt-to-position (ATP) MR guidance: A first report","year":2022,"lang":"en","type":"article","venue":"Frontiers in Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Nuclear medicine; Medicine; Radiation therapy; Fluid-attenuated inversion recovery; Glioma; Radiation oncologist; Workflow; Magnetic resonance imaging; Radiology; Computer science; Database","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":[0.0009215636,0.0002542037,0.0001764991,0.000581139,0.0003405154,0.0005858353,0.000430411,0.0002183368,0.0005493226],"category_scores_gemma":[0.002719795,0.0001656136,0.0002772911,0.0007554333,0.0003078493,0.0004498985,0.0005288749,0.000218343,0.0004122136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006209023,"about_ca_system_score_gemma":0.000937759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003144269,"about_ca_topic_score_gemma":0.005037947,"domain_scores_codex":[0.9993411,0.000169782,0.00007194358,0.000121999,0.0001687375,0.0001264874],"domain_scores_gemma":[0.9990772,0.0001610822,0.0002606764,0.00013451,0.0001684529,0.0001980523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.0007263458,0.00087301,0.6766412,0.0003143526,0.00009453142,0.005924034,0.009039424,0.001985773,0.01502934,0.0002153554,0.002203706,0.2869529],"study_design_scores_gemma":[0.00004336283,0.003761951,0.9145354,0.0001103865,0.0000964011,0.04209576,0.004049496,0.002017007,0.01230754,0.0002864197,0.02059514,0.0001011671],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956828,0.0009067428,0.001817814,0.000099307,0.000009522028,0.00003723448,0.000131198,0.00005064483,0.001264757],"genre_scores_gemma":[0.9941974,0.00139171,0.003071339,0.0001034347,0.00001636946,0.00002294625,0.000512283,0.00003496203,0.0006495834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003144269,"threshold_uncertainty_score":0.006251931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01505228370329625,"score_gpt":0.2930513774680274,"score_spread":0.2779990937647311,"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."}}