{"id":"W7133013848","doi":"","title":"Degradation Mechanisms of Copper and Copper Alloys","year":2025,"lang":"","type":"dissertation","venue":"TSpace","topic":"Metallurgy and Material Science","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Monel; Embrittlement; Corrosion; Copper; Radioactive waste; Hydrogen embrittlement; Intergranular corrosion; Nuclear criticality safety; Alloy","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":[0.0003175933,0.0003835644,0.0002764946,0.0005141084,0.0003221093,0.0005615408,0.0004274102,0.0005977192,0.0009862967],"category_scores_gemma":[0.0004944387,0.0002979445,0.0002370668,0.0003352335,0.0003702078,0.000387516,0.0002733104,0.0002916194,0.0003582571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007515484,"about_ca_system_score_gemma":0.0002347534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001253386,"about_ca_topic_score_gemma":0.0008486782,"domain_scores_codex":[0.9996054,0.00003393113,0.00002008806,0.00007325769,0.0001778224,0.00008952732],"domain_scores_gemma":[0.9997737,0.00002894948,0.00005924089,0.00002863623,0.00009263851,0.00001695896],"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":[0.0002337576,0.00003795474,0.002070603,0.0003738978,0.00002950176,0.0006224978,0.0003802122,0.001535938,0.9750212,0.001595886,0.0005936385,0.0175049],"study_design_scores_gemma":[0.000005133652,0.0002538564,0.003954273,0.00001433963,0.00001364083,0.0003532529,0.0001107305,0.002794339,0.9869944,0.0002371724,0.005259421,0.000009244436],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796771,0.008417479,0.004992053,0.0001254317,0.00007939054,0.00006803922,0.0001170114,0.0001009744,0.006422487],"genre_scores_gemma":[0.9871365,0.002400209,0.001467372,0.00004001394,0.00001488875,0.00002679225,0.0001161926,0.0000167296,0.008781234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001253386,"threshold_uncertainty_score":0.005452931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02407550044967164,"score_gpt":0.3141891601207708,"score_spread":0.2901136596710991,"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."}}