{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005265948,0.000649523,0.000309243,0.0004567778,0.0002398915,0.0004346825,0.0005641383,0.0007930419,0.001224338],"category_scores_gemma":[0.001557985,0.0002225547,0.0005184406,0.0003315621,0.0002472619,0.0007223003,0.0003741327,0.0003967773,0.0003810904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009141472,"about_ca_system_score_gemma":0.0004042323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005399223,"about_ca_topic_score_gemma":0.00320837,"domain_scores_codex":[0.999884,0.00002626981,0.000007020835,0.00002165182,0.00003327336,0.00002778211],"domain_scores_gemma":[0.9995746,0.0001763608,0.00007507808,0.00003022784,0.0001182265,0.00002552463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002722615,0.000006728849,0.001195381,0.00001890968,0.000004984991,0.00004819596,0.00001812833,0.9920673,0.001418027,0.0008546956,0.000341355,0.003999114],"study_design_scores_gemma":[0.000002288064,0.00004362301,0.0006864862,0.00001130025,0.000006698807,0.00002740292,0.00002428899,0.9946156,0.002446342,0.001450449,0.0006759912,0.000009579104],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8219348,0.002885923,0.1596848,0.000506807,0.00008563607,0.00004807135,0.001997989,0.0007834182,0.0120726],"genre_scores_gemma":[0.992079,0.0006868112,0.004152497,0.00001672113,0.000008000293,0.00003107886,0.0007601358,0.00004752353,0.002218312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005399223,"threshold_uncertainty_score":0.01073557,"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."}}