{"id":"W2785987681","doi":"10.1016/j.prro.2018.01.009","title":"Design and evaluation of a safety-centered user interface for radiation therapy","year":2018,"lang":"en","type":"article","venue":"Practical Radiation Oncology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; Public Health Ontario; University of Waterloo; University of Toronto","funders":"University of Toronto; Pennsylvania Department of Environmental Protection","keywords":"Medicine; Radiation therapy; MEDLINE; Medical physics; Interface (matter); Medical emergency; Surgery; Computer science; Operating system","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001125321,0.00009379948,0.0001766021,0.0000650158,0.00007074839,0.00001278832,0.00005006293,0.00007366788,0.0003990141],"category_scores_gemma":[0.0001739881,0.00008881837,0.00003199674,0.00008190815,0.00009607115,0.0002957475,0.00001002306,0.00007814087,0.000002521621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001444746,"about_ca_system_score_gemma":0.0001918871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009317325,"about_ca_topic_score_gemma":6.614359e-7,"domain_scores_codex":[0.9988568,0.0004108227,0.0002680961,0.0001921726,0.0001367408,0.0001353884],"domain_scores_gemma":[0.9983181,0.000924087,0.000294443,0.0001229361,0.0002968838,0.00004356703],"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":[0.001148805,0.0002688773,0.001786287,0.000003589014,0.000121694,5.105941e-8,0.0006833039,0.000205242,0.01438675,0.01293709,0.001326515,0.9671318],"study_design_scores_gemma":[0.01050321,0.004258044,0.00496972,0.00001554257,0.0001669287,0.000005386732,0.0001452182,0.2700412,0.190703,0.02643888,0.4923993,0.000353581],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02152384,0.0001780016,0.9750353,0.001320645,0.0001410923,0.001160486,0.000008819243,0.00002724162,0.000604645],"genre_scores_gemma":[0.8517658,0.0001509028,0.1473646,0.0001402038,0.000304251,0.0002061323,0.00002218923,0.00001810696,0.00002783005],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9667782,"threshold_uncertainty_score":0.4368924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07096597140900454,"score_gpt":0.4529386792866647,"score_spread":0.3819727078776601,"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."}}