{"id":"W4417067759","doi":"10.1016/b978-0-443-30104-9.00011-5","title":"Materials issues in light water reactors","year":2025,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Graphite, nuclear technology, radiation studies","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Coolant; Stress corrosion cracking; Corrosion; Cracking; Light-water reactor; Austenitic stainless steel","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004843827,0.0005459617,0.0009810255,0.0007583768,0.0001281443,0.0001089076,0.0005852661,0.0006759025,0.002138688],"category_scores_gemma":[0.00004343208,0.0004230833,0.0001409588,0.0000253378,0.0002760889,0.00006390244,0.0004592551,0.0003423933,0.002141122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001297375,"about_ca_system_score_gemma":0.00004000107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003855055,"about_ca_topic_score_gemma":0.00005521134,"domain_scores_codex":[0.9975449,0.0000606491,0.0008033531,0.00074286,0.0003277672,0.0005204951],"domain_scores_gemma":[0.9987448,0.00004695299,0.0002278984,0.0008530598,0.00006996156,0.00005735276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007095372,0.00003936616,0.00005630868,0.0004010819,0.0001738429,0.0001732583,0.002249495,2.497425e-7,0.6643265,0.04420127,0.01059576,0.2777119],"study_design_scores_gemma":[0.0001761173,0.00002883574,0.00003940866,0.0003121397,0.00004571077,0.000004540592,0.00002353279,8.179574e-8,0.1264214,0.01320891,0.8593361,0.0004032805],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01252752,0.001347801,8.781391e-8,0.0009595652,0.001510562,0.0006184142,0.0001258944,0.0003954604,0.9825147],"genre_scores_gemma":[0.01583203,0.0003341734,0.0001650441,0.0003494141,0.0001928197,0.00007226811,0.0000291184,0.00008899339,0.9829361],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8487403,"threshold_uncertainty_score":0.9998221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01047467067733595,"score_gpt":0.240496080190208,"score_spread":0.2300214095128721,"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."}}