{"id":"W4400360627","doi":"10.1088/1757-899x/1301/1/012092","title":"Cryogenic infrastructure upgrade for crab cavities validation at TRIUMF","year":2024,"lang":"en","type":"article","venue":"IOP Conference Series Materials Science and Engineering","topic":"Particle accelerators and beam dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Victoria; TRIUMF","funders":"","keywords":"Upgrade; Nuclear physics; Nuclear engineering; Environmental science; Physics; Engineering; Computer science; Operating system","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":[0.0002379936,0.0001786489,0.0001718584,0.0001355287,0.0001468597,0.0007172835,0.0001579348,0.00006416936,0.00004973822],"category_scores_gemma":[0.00004560974,0.0001646496,0.00002166429,0.0002710833,0.0001232303,0.0009427819,0.0000607783,0.00005592357,0.000005797299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001150634,"about_ca_system_score_gemma":0.00006563975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006196946,"about_ca_topic_score_gemma":0.000002975281,"domain_scores_codex":[0.9990222,0.000003733754,0.0002026661,0.0002340319,0.0001709438,0.0003663872],"domain_scores_gemma":[0.9996672,0.0000248811,0.00001350872,0.0001300089,0.00007369948,0.00009071242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000005743103,0.000001098688,0.0000099639,0.0002613851,0.000008604566,0.000002170811,0.0003486665,0.007309734,0.986514,0.004682351,0.0000911974,0.0007650774],"study_design_scores_gemma":[0.00008657143,0.00003626623,0.0008114884,0.00006546907,0.00001528156,0.00003296657,0.0001016237,0.06121429,0.9335288,0.0004036772,0.003461946,0.0002415918],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994627,0.0002460232,0.002871404,0.00007770953,0.00145944,0.0001604104,0.00007411405,0.000406706,0.00007719403],"genre_scores_gemma":[0.9984217,0.0001736521,0.001080297,0.00001102595,0.0001395411,0.00005401206,0.00001340881,0.00002586869,0.00008047251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05390456,"threshold_uncertainty_score":0.6916781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01177153124536971,"score_gpt":0.2175498785583031,"score_spread":0.2057783473129334,"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."}}