{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004939134,0.0005227542,0.0004973462,0.001283633,0.0006183723,0.001953636,0.002627722,0.001128008,0.0100471],"category_scores_gemma":[0.00383371,0.0003802326,0.0002720241,0.0006133225,0.0007108268,0.002206244,0.0007180041,0.0012345,0.002521808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001313446,"about_ca_system_score_gemma":0.001723373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001787001,"about_ca_topic_score_gemma":0.000759059,"domain_scores_codex":[0.9970689,0.0004734893,0.0001797055,0.0004545298,0.001553507,0.000269819],"domain_scores_gemma":[0.9956658,0.0006957857,0.0005198003,0.0005268161,0.002296461,0.000295308],"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":[0.002775796,0.0003510691,0.02198822,0.001786057,0.0001424506,0.0002755771,0.0007500328,0.004049578,0.1597046,0.01309162,0.01599848,0.7790864],"study_design_scores_gemma":[0.0002768895,0.006750132,0.04333214,0.000645965,0.0002576819,0.002543425,0.0002560948,0.02882887,0.3327228,0.001602692,0.5824692,0.0003141587],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5386567,0.05619303,0.2951507,0.004873702,0.001305704,0.0009825015,0.002928099,0.02970611,0.07020352],"genre_scores_gemma":[0.8287399,0.005781835,0.135226,0.001070522,0.0004194963,0.0002756721,0.003848676,0.0007209199,0.02391702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0100471,"threshold_uncertainty_score":0.03361094,"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."}}