{"id":"W2165291492","doi":"10.1557/proc-824-cc1.9","title":"The Influence of Environmental Conditions and Passive Film Properties on the MIC of Engineered Barriers in the Yucca Mountain Repository","year":2004,"lang":"en","type":"article","venue":"MRS Proceedings","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Materials science; Corrosion; Shield; Yucca; Moisture; Radioactive waste; Waste management; Metallurgy; Composite material; Engineering; Ecology","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":[0.000143616,0.00008630956,0.00008487534,0.00002432635,0.0001133068,0.00002109817,0.0001578114,0.00003480871,0.000005562234],"category_scores_gemma":[0.0001171219,0.00004418568,0.00002715199,0.00008328522,0.0002596299,0.00007077143,0.00002208868,0.0001444818,7.29742e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005900564,"about_ca_system_score_gemma":0.00001437844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002013442,"about_ca_topic_score_gemma":0.000003802077,"domain_scores_codex":[0.9994825,0.000007311528,0.0001823784,0.0000878856,0.0001346318,0.0001053344],"domain_scores_gemma":[0.9997317,0.00008719591,0.00003845445,0.0001017483,0.00001642522,0.00002446541],"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":[0.0000376953,0.00001384609,0.004022631,0.00008137203,0.00001309616,9.2845e-7,0.01473688,0.006899965,0.9719488,0.001951737,0.0002217577,0.00007128621],"study_design_scores_gemma":[0.0008196567,0.0002550572,0.2741141,0.0003185343,0.00002978819,0.00002959144,0.04320295,0.003513836,0.6755725,0.001127091,0.0007228901,0.0002939477],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988512,0.0001214267,9.893618e-7,0.0003851198,0.00002362036,0.00026527,0.00001088807,0.00001799039,0.0003235183],"genre_scores_gemma":[0.9998058,0.00003860471,0.000004305916,0.00005915452,0.00000767685,0.00006064153,4.996497e-7,0.000006998287,0.0000162826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2963763,"threshold_uncertainty_score":0.180184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004226678469468207,"score_gpt":0.1653818366758321,"score_spread":0.1611551582063639,"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."}}