{"id":"W4377697212","doi":"10.1016/j.prro.2023.05.001","title":"Practical Steps to Mitigate Cybersecurity Attacks on Radiation Oncology Practices","year":2023,"lang":"en","type":"article","venue":"Practical Radiation Oncology","topic":"Information and Cyber Security","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"Boston Scientific Corporation","keywords":"Radiation oncology; Medicine; Computer security; Radiation protection; Medical emergency; Medical physics; Internet privacy; Radiation therapy; Computer science; Surgery; Nuclear 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01556553,0.001547898,0.0005037503,0.002303191,0.005486466,0.007518608,0.003688662,0.008033928,0.02559845],"category_scores_gemma":[0.05046256,0.0007284078,0.0008494427,0.0006871626,0.003812391,0.006629208,0.01117176,0.009918346,0.006261583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002611618,"about_ca_system_score_gemma":0.02228211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003038096,"about_ca_topic_score_gemma":0.00531559,"domain_scores_codex":[0.9829367,0.009103508,0.0007644244,0.0008341502,0.004885842,0.00147534],"domain_scores_gemma":[0.9529927,0.01367646,0.004115542,0.008111781,0.0129935,0.008109851],"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":[0.0002670505,0.003178892,0.01221285,0.001489448,0.00020754,0.001648331,0.005312891,0.009372905,0.005269884,0.1640343,0.2552541,0.5417519],"study_design_scores_gemma":[0.0003104506,0.001314968,0.01244753,0.005887558,0.0001758703,0.002479876,0.02563204,0.01727742,0.008108136,0.359208,0.5669498,0.0002082987],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.03425948,0.00736452,0.2080452,0.5077204,0.005614163,0.002795686,0.0002345146,0.003291754,0.2306744],"genre_scores_gemma":[0.6051989,0.007735951,0.2776324,0.05296969,0.001653703,0.001793207,0.000375972,0.0002901562,0.05234993],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02559845,"threshold_uncertainty_score":0.08563542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07025174226561001,"score_gpt":0.4386932438263387,"score_spread":0.3684415015607287,"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."}}