{"id":"W2892240525","doi":"10.18429/jacow-ipac2018-thpml077","title":"Status of the Machine Protection System for ARIEL e-linac","year":2018,"lang":"en","type":"article","venue":"JACOW","topic":"Particle accelerators and beam dynamics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"TRIUMF","funders":"","keywords":"Linear particle accelerator; Computer science; Computer security; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.00005263873,0.00004782795,0.00006356661,0.00001320747,0.0000472313,0.000008681696,0.00005804986,0.00003259789,0.000003247361],"category_scores_gemma":[0.00001431407,0.00003283922,0.00003186743,0.00008946266,0.00001934506,0.00003509804,0.00001164976,0.00003959826,0.00000467118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004753936,"about_ca_system_score_gemma":0.000008969473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005738708,"about_ca_topic_score_gemma":0.00007407157,"domain_scores_codex":[0.9996556,0.00000621289,0.00009811556,0.00005077081,0.00005142329,0.0001378545],"domain_scores_gemma":[0.9997756,0.000007849875,0.0000219533,0.0001328985,0.0000383389,0.00002332889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001800185,0.0001445376,0.0321622,0.002022723,0.0002222488,0.000001249647,0.001409481,0.01383536,0.8557391,0.01207221,0.0028881,0.07932274],"study_design_scores_gemma":[0.0003406735,0.00008545616,0.01121271,0.00003662813,0.00001749324,0.00000233204,0.0000575371,0.7775844,0.2023068,0.0001228346,0.008147077,0.00008601089],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9713652,0.00005329545,0.02667379,0.00002139442,0.0005618037,0.0002961415,0.00002461502,0.00009578381,0.0009079986],"genre_scores_gemma":[0.9993672,0.000001876395,0.0004026896,0.000005944627,0.0001173557,0.00003367478,9.453473e-7,0.00001168764,0.00005865646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7637491,"threshold_uncertainty_score":0.1339145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01539864423223766,"score_gpt":0.2256828613718991,"score_spread":0.2102842171396614,"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."}}