{"id":"W2530068284","doi":"10.25560/11658","title":"A Study of Anaerobic Corrosion Behaviour of Carbon Steel in a Canadian Used Nuclear Fuel Repository","year":2011,"lang":"en","type":"dissertation","venue":"Spiral (Imperial College London)","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Corrosion; Spent nuclear fuel; Anaerobic exercise; Metallurgy; Carbon steel; Engineering; Waste management; Nuclear engineering; Environmental science; Materials science; Forensic engineering; Medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007325178,0.0005579544,0.001327085,0.0008006756,0.000152142,0.00004579682,0.000880268,0.0005738424,0.0007219532],"category_scores_gemma":[0.00005577537,0.0005756079,0.0002407705,0.0006286369,0.0001047369,0.0001658208,0.0001024256,0.0003686449,0.00001870444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002683263,"about_ca_system_score_gemma":0.0008957846,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3138656,"about_ca_topic_score_gemma":0.6583863,"domain_scores_codex":[0.9954992,0.0004158241,0.001698656,0.0008147617,0.0008643916,0.000707172],"domain_scores_gemma":[0.9975712,0.00002717402,0.0009891423,0.000829668,0.0002764448,0.0003064027],"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":[0.0009494664,0.0009989723,0.02550451,0.0001622184,0.000009319568,0.0002342664,0.006042528,0.000002404761,0.9658064,0.0002081312,0.00005218638,0.00002959756],"study_design_scores_gemma":[0.007939148,0.005979186,0.04695278,0.000920733,0.000873859,0.00002028643,0.02250333,0.00001502117,0.9128418,0.0000762335,0.0002024646,0.001675184],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900696,0.00018373,1.618118e-8,0.00000160356,0.004402962,0.002081928,0.0002527823,0.00004061953,0.002966773],"genre_scores_gemma":[0.9974614,0.00001538545,0.00007120383,0.000009682025,0.000118131,0.0001533048,0.0001420378,0.0001094996,0.001919291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3445207,"threshold_uncertainty_score":0.9996696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01775131383062376,"score_gpt":0.2559908951148117,"score_spread":0.2382395812841879,"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."}}