{"id":"W7124519636","doi":"","title":"Corrosion des tubes de générateurs de vapeur : effet du soufre et du plomb sur les mécanismes d'endommagement","year":2025,"lang":"fr","type":"dissertation","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stress corrosion cracking; Corrosion; Intergranular corrosion; Boiler (water heating); Energy-dispersive X-ray spectroscopy; Oxide; Degradation (telecommunications)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002408136,0.0003472387,0.0002809699,0.0001415533,0.0001325459,0.0004073762,0.0002820994,0.0004578346,0.001186654],"category_scores_gemma":[0.0006259588,0.0001696052,0.000242866,0.0001447656,0.0002049391,0.0003123406,0.0002138982,0.0002655734,0.0002720898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002368874,"about_ca_system_score_gemma":0.0001009473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001837958,"about_ca_topic_score_gemma":0.002017467,"domain_scores_codex":[0.9997327,0.00005998392,0.000009781092,0.00004885325,0.0001164209,0.00003226805],"domain_scores_gemma":[0.9996415,0.000107057,0.00007398993,0.00001827775,0.0001275648,0.00003161094],"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":[0.0004008027,0.00002696157,0.001676558,0.00008866264,0.00001236118,0.00008280999,0.00007441881,0.0002803917,0.9897356,0.00003214114,0.00004234465,0.007547005],"study_design_scores_gemma":[0.00000870555,0.001413595,0.01911372,0.00001185923,0.00002542554,0.0002069957,0.00009345203,0.003581168,0.9741322,0.00003266916,0.001371025,0.000009203789],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973779,0.001109829,0.0009203863,0.00003144554,0.000008385,0.00001040981,0.00005478694,0.00002203857,0.0004647365],"genre_scores_gemma":[0.9958698,0.000852317,0.001134008,0.00001519026,0.000006740026,0.000007829603,0.00008353814,0.00001493611,0.002015574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001837958,"threshold_uncertainty_score":0.003969729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01537650082685877,"score_gpt":0.244235077104216,"score_spread":0.2288585762773573,"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."}}