{"id":"W4401649880","doi":"10.1016/j.jmir.2024.101728","title":"Simultaneous implementation of unrelated tumour sites on the MR Linac: A review of the commissioning process from a radiographer perspective and lessons learned","year":2024,"lang":"en","type":"review","venue":"Journal of medical imaging and radiation sciences","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Cancer Research","funders":"","keywords":"Perspective (graphical); Project commissioning; Medical physics; Process (computing); Linear particle accelerator; Medicine; Computer science; Engineering; Operating system; Publishing; Political science; Artificial intelligence","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":[0.0373514,0.0007399981,0.001251133,0.004618275,0.0009506334,0.002738933,0.002816984,0.001510595,0.001231866],"category_scores_gemma":[0.0753874,0.001090477,0.00125399,0.004030429,0.002276336,0.003579748,0.001536377,0.001774554,0.0009932185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002964308,"about_ca_system_score_gemma":0.005614385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005446332,"about_ca_topic_score_gemma":0.01296081,"domain_scores_codex":[0.9730296,0.01343399,0.003603727,0.003470537,0.005915274,0.0005469539],"domain_scores_gemma":[0.8607162,0.08143176,0.01808419,0.00693851,0.03178059,0.001048763],"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":[0.000180203,0.00007826842,0.006605285,0.007066727,0.0000843543,0.0002432115,0.003079106,0.0004738612,0.002009625,0.0003803325,0.002514963,0.9772841],"study_design_scores_gemma":[0.0001184099,0.006484259,0.1647875,0.07048075,0.001858353,0.02210916,0.01847662,0.003261064,0.03755723,0.003728152,0.670245,0.0008934817],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04863422,0.9033745,0.03752826,0.004710977,0.001017755,0.0003573381,0.0001591774,0.0003178465,0.003899956],"genre_scores_gemma":[0.1990645,0.7277411,0.06624535,0.002445734,0.001551543,0.0004403207,0.0003709485,0.0004459676,0.001694465],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0373514,"threshold_uncertainty_score":0.1975355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03586311672051386,"score_gpt":0.4506172020877533,"score_spread":0.4147540853672395,"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."}}