{"id":"W2052374430","doi":"10.5006/1.3319131","title":"Microbiologically Influenced Corrosion of Nuclear Waste Containers","year":2009,"lang":"en","type":"article","venue":"CORROSION","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kintama (Canada); Vancouver Island University","funders":"","keywords":"Container (type theory); Radioactive waste; Corrosion; Environmental science; Waste management; Lead (geology); Risk analysis (engineering); Forensic engineering; Engineering; Business; Chemistry; Geology","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":[0.00025049,0.0001857245,0.0002880278,0.00008428251,0.0001517415,0.00003991122,0.0002606279,0.0001535898,0.0007997723],"category_scores_gemma":[0.00007967064,0.000142076,0.0001140067,0.0001831235,0.0001216706,0.0002193813,0.00008447446,0.0001179392,0.0002240631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000529043,"about_ca_system_score_gemma":0.00002468105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009305286,"about_ca_topic_score_gemma":0.000001580264,"domain_scores_codex":[0.998628,0.00007502602,0.0004438653,0.0003513844,0.0002244457,0.000277296],"domain_scores_gemma":[0.9991458,0.00003683298,0.0002222163,0.0003248636,0.0001664225,0.0001038554],"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":[0.0002039709,0.0001200604,0.0002432655,0.000006792193,1.992204e-8,0.000003580836,0.0001252612,0.00004616866,0.9960201,0.0003004244,0.001971338,0.0009590313],"study_design_scores_gemma":[0.000584413,0.0008685868,0.001128912,0.0001424935,0.00001378432,0.00001323067,0.0001590645,0.0001138113,0.9958906,0.0001594777,0.0007299401,0.000195649],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958152,0.00005001773,0.002567754,0.0001565659,0.0004658052,0.0002437223,0.00002440733,0.0001354221,0.0005411479],"genre_scores_gemma":[0.9984814,0.00002846022,0.0005955957,0.0007000749,0.00004028222,0.000003539035,0.00002858755,0.00001150388,0.0001105607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002666238,"threshold_uncertainty_score":0.8756946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0121268511884983,"score_gpt":0.2444840316545152,"score_spread":0.2323571804660169,"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."}}