{"id":"W6888006411","doi":"10.18429/jacow-medsi2023-thppp053","title":"CLSI LINAC Upgrade Project","year":2023,"lang":"en","type":"article","venue":"JACOW","topic":"Particle Accelerators and Free-Electron Lasers","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Chicken Farmers of Saskatchewan (Canada)","funders":"","keywords":"Linear particle accelerator; Upgrade; Reliability (semiconductor); Injector; Synchrotron; Particle accelerator","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006964418,0.00008741554,0.00008933214,0.00008035518,0.0000381939,0.00002753501,0.00009560194,0.00004666258,0.00002330748],"category_scores_gemma":[0.00001230807,0.00008347687,0.00004042712,0.0005027253,0.00001308685,0.00008419593,0.00001616315,0.0001029664,0.0006055695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003156974,"about_ca_system_score_gemma":0.00001281263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001614151,"about_ca_topic_score_gemma":0.000017557,"domain_scores_codex":[0.9993814,0.000008471362,0.00009857884,0.0001043368,0.00008963815,0.0003175825],"domain_scores_gemma":[0.9997658,0.00001827226,0.000007792653,0.0001512079,0.000008725808,0.0000482066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001772045,0.00005077748,0.01358938,0.0001099273,0.0001291883,0.000120795,0.0007922413,0.009802337,0.1411014,0.002261043,0.7819684,0.05005686],"study_design_scores_gemma":[0.0008179359,0.0001241056,0.0365887,0.00002244878,0.00002618731,0.000009772493,0.0001791995,0.2800795,0.1331912,0.0007013911,0.5476517,0.0006077929],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903123,0.0001476345,0.0001550842,0.0001563435,0.000300458,0.0001213943,0.000005723884,0.001287896,0.007513152],"genre_scores_gemma":[0.9988772,0.0001022999,0.0001125795,0.00004959115,0.0001716498,0.00003569019,0.000008142093,0.00002932628,0.0006135214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2702772,"threshold_uncertainty_score":0.7783573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01926514445629865,"score_gpt":0.2441332520293716,"score_spread":0.2248681075730729,"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."}}