{"id":"W6939629512","doi":"10.6084/m9.figshare.20029451.v1","title":"Trending Integrated Leakage-Rate Test Results","year":2022,"lang":"en","type":"article","venue":"Open MIND","topic":"Nuclear Engineering Thermal-Hydraulics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Licensee; Leakage (economics); Test (biology); Leak; Hydrostatic test; Leak detection","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003910392,0.0001549046,0.0001574377,0.00009764767,0.0001152057,0.0001332124,0.0005870933,0.00003529413,0.002518765],"category_scores_gemma":[0.00007365883,0.0001738129,0.00003430803,0.00037271,0.00001323385,0.0001604348,0.0002931322,0.0003555058,0.0006657013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001689255,"about_ca_system_score_gemma":0.00001754756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001492211,"about_ca_topic_score_gemma":0.00002351518,"domain_scores_codex":[0.9991531,0.00003267143,0.0002251096,0.0002124699,0.0001133055,0.0002633213],"domain_scores_gemma":[0.9994707,0.00009377589,0.00002879167,0.0003244221,0.00001093615,0.00007144693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005810839,0.00007602456,0.00004715899,0.00001120829,0.00007128644,0.0001507369,0.001726178,0.7724214,0.07253772,0.00003030627,0.01762265,0.1352473],"study_design_scores_gemma":[0.0006683572,0.00007604058,0.0005861465,0.00001809568,0.0000140508,0.00002517858,0.0003066928,0.1525446,0.008302279,0.0000103143,0.8371245,0.0003237509],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6450503,0.0001044983,0.0004231972,0.0002935802,0.001261571,0.0004784557,0.0006521425,0.0001697669,0.3515664],"genre_scores_gemma":[0.9912502,0.00000496626,0.003062616,0.00001996435,0.00005161697,0.00002287888,0.0001012373,0.0000807204,0.005405756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8195019,"threshold_uncertainty_score":0.9983931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02316276258651827,"score_gpt":0.2383321543438369,"score_spread":0.2151693917573186,"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."}}