{"id":"W4399883429","doi":"10.3390/cmd5020013","title":"Review of the Modelling of Corrosion Processes and Lifetime Prediction for HLW/SF Containers—Part 2: Performance Assessment Models","year":2024,"lang":"en","type":"article","venue":"Corrosion and Materials Degradation","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nuclear Waste Management Organization","funders":"","keywords":"Corrosion; Nuclear engineering; Environmental science; Materials science; Process engineering; Forensic engineering; Metallurgy; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0004288304,0.0001262656,0.0002439996,0.00004340734,0.00006436768,0.00003617882,0.00005883195,0.00006339531,0.00005720996],"category_scores_gemma":[0.00004261216,0.00008947712,0.00003373177,0.0001248035,0.00004419978,0.0002618542,0.00003852169,0.00004931851,2.278334e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002685034,"about_ca_system_score_gemma":0.00004651343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004605743,"about_ca_topic_score_gemma":0.000001616906,"domain_scores_codex":[0.9991219,0.0000349539,0.0004400122,0.0001767386,0.0001322816,0.00009411418],"domain_scores_gemma":[0.9994953,0.00008636828,0.00008457851,0.0001495701,0.0001485805,0.00003560101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001142681,0.00002814544,0.0001693867,0.08540318,0.000006548804,1.113246e-7,0.0002673615,0.006229907,0.8951545,0.001261773,0.002308606,0.009056204],"study_design_scores_gemma":[0.0003284615,0.0001243301,0.0001057675,0.01317905,0.0001051082,0.00000648755,0.00004833316,0.7478828,0.2360127,0.0003061017,0.001750762,0.0001501425],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6652132,0.01768457,0.3139696,0.0001246715,0.0013304,0.001176433,0.0002925051,0.0001370582,0.00007152589],"genre_scores_gemma":[0.959228,0.04001975,0.0004566402,0.00003995188,0.00002911209,0.00007074828,0.00009313381,0.00001662729,0.00004602161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7416528,"threshold_uncertainty_score":0.3648771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03270922081916405,"score_gpt":0.2454690453893349,"score_spread":0.2127598245701708,"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."}}