{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005580346,0.001049829,0.000614875,0.002343034,0.003177532,0.002583558,0.002078178,0.001199513,0.06293573],"category_scores_gemma":[0.003359706,0.0005267702,0.0007205952,0.001926862,0.0006473631,0.001549606,0.003445262,0.002917539,0.02745662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01425344,"about_ca_system_score_gemma":0.02394813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1900074,"about_ca_topic_score_gemma":0.2696045,"domain_scores_codex":[0.9959096,0.0002923004,0.00005321504,0.0003667238,0.002746086,0.000632231],"domain_scores_gemma":[0.9945576,0.0001313758,0.00009816908,0.0004374259,0.003825626,0.0009497965],"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":[0.0006691106,0.0002400256,0.005092958,0.0003625051,0.00005224375,0.0002355349,0.0003918512,0.003131299,0.01339107,0.02032216,0.8135321,0.1425791],"study_design_scores_gemma":[0.0000950787,0.0001901711,0.003927911,0.0000812352,0.00002298236,0.0001737305,0.0001085754,0.00202414,0.004992131,0.0008477215,0.9875004,0.00003589069],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03074411,0.005122833,0.03777563,0.01182025,0.00424635,0.001783027,0.04079388,0.02551773,0.8421963],"genre_scores_gemma":[0.2274222,0.005921052,0.1021764,0.008242995,0.00102452,0.00158369,0.130505,0.01095747,0.5121667],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1900074,"threshold_uncertainty_score":0.377803,"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."}}