{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003315275,0.0003137408,0.0004779544,0.0006012702,0.0004264839,0.0003352881,0.0005670182,0.0005645691,0.0002787983],"category_scores_gemma":[0.01366793,0.0003170347,0.0001338813,0.001671761,0.0001064543,0.003436324,0.0003483546,0.00109837,0.01199068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001062813,"about_ca_system_score_gemma":0.001684774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005919099,"about_ca_topic_score_gemma":0.00008999523,"domain_scores_codex":[0.9951308,0.00149179,0.0008889778,0.0007856812,0.0008623687,0.000840382],"domain_scores_gemma":[0.9909228,0.006081562,0.001242478,0.0007398734,0.0003376571,0.0006756343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003259814,0.0008477017,0.0003230133,0.000021099,0.00008239373,0.0003013414,0.005648056,0.0003403033,0.0001237655,0.5855439,0.2180873,0.1883552],"study_design_scores_gemma":[0.001271398,0.001516673,0.007134338,0.000007571755,0.00003467052,0.0001893491,0.0004481785,0.07675416,0.000512459,0.002513403,0.9092464,0.0003714358],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03547474,0.00003381999,0.1094631,0.6981444,0.006020384,0.00203893,0.00003408677,0.001783461,0.1470071],"genre_scores_gemma":[0.9040325,0.0004941354,0.04766158,0.04507824,0.001220616,0.0005158234,0.0001914054,0.00005529674,0.0007504452],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8685577,"threshold_uncertainty_score":0.9999282,"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."}}