{"id":"W2890079420","doi":"10.5006/2994","title":"Lifetime Predictions for Nuclear Waste Disposal Containers","year":2018,"lang":"en","type":"article","venue":"CORROSION","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Vancouver Island University","funders":"","keywords":"Radioactive waste; Waste management; Waste disposal; Environmental science; Nuclear power; High-level waste; Forensic engineering; Nuclear engineering; Business; Engineering; Nuclear physics","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003367289,0.0001413583,0.000168621,0.00005906928,0.0005175845,0.00008890219,0.0002876763,0.00008322068,0.002296768],"category_scores_gemma":[0.00006934348,0.0001234397,0.0001003194,0.0001151863,0.0001880107,0.0001825106,0.0001171535,0.00005607449,0.001025959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003729241,"about_ca_system_score_gemma":0.00002449198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007126289,"about_ca_topic_score_gemma":0.000005841455,"domain_scores_codex":[0.9987921,0.00004387421,0.0002721508,0.0003322051,0.000243213,0.0003164773],"domain_scores_gemma":[0.9992875,0.00004140804,0.00009543994,0.0003140981,0.0001344876,0.0001270439],"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":[0.0001008309,0.00006153859,0.0002075009,0.000006236387,3.623373e-7,7.930485e-7,0.0001540871,0.000007013541,0.9815583,0.0008731731,0.01656649,0.0004636829],"study_design_scores_gemma":[0.001076778,0.0008886471,0.0001158048,0.00007270752,0.00009362989,0.00001029157,0.0004507405,0.005143342,0.9134961,0.0002950169,0.07802015,0.0003367891],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9613319,0.00003569313,0.03383235,0.0001752009,0.002787773,0.0004846956,0.00009529888,0.000244621,0.001012447],"genre_scores_gemma":[0.9954839,0.000007419964,0.001841843,0.0002820179,0.0006034869,0.00005214046,0.00003586476,0.00003530299,0.00165796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06806219,"threshold_uncertainty_score":0.9997519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01593646737017108,"score_gpt":0.2706822501341548,"score_spread":0.2547457827639837,"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."}}