{"id":"W4246195416","doi":"10.1520/stp37525s","title":"Inhibitors for Reducing Hydrogen Ingress During Corrosion of Zirconium Alloys","year":2005,"lang":"en","type":"book-chapter","venue":"","topic":"Nuclear Materials and Properties","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kinectrics (Canada)","funders":"","keywords":"Zirconium; Corrosion; Materials science; Zirconium alloy; Metallurgy; Hydrogen; Chemistry; Organic chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002983029,0.0003024644,0.0005204849,0.00009947822,0.0001369065,0.00007578321,0.0002663546,0.000287375,0.003880576],"category_scores_gemma":[0.00001963944,0.0002445264,0.0001547344,0.00001030498,0.0001214614,0.0001534152,0.0002042302,0.00008664482,0.0001890312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005827473,"about_ca_system_score_gemma":0.00004952973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006291901,"about_ca_topic_score_gemma":0.00001374871,"domain_scores_codex":[0.9984258,0.00001497055,0.0006102629,0.0004214531,0.0002501497,0.0002773986],"domain_scores_gemma":[0.9990696,0.00003172028,0.0003706799,0.0003450494,0.0001134576,0.00006944186],"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":[0.0001341445,0.000009676385,0.000001018812,0.0003597149,0.000006764733,0.000001602787,0.0001488507,0.00004371958,0.9949538,0.003202992,0.0007927635,0.0003449244],"study_design_scores_gemma":[0.0002538441,0.0001145082,0.000001920106,0.0006128449,0.00003759609,0.000008075323,0.00001344576,0.00001408099,0.9487634,0.0005412001,0.04932797,0.0003111436],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8332781,0.0009111471,0.00002379911,0.0001482862,0.002540164,0.0009348583,0.0002068139,0.0002299097,0.1617269],"genre_scores_gemma":[0.5627227,0.000212638,0.002360555,0.00007143293,0.001378477,0.00002275206,0.00002715346,0.0001817611,0.4330225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2712957,"threshold_uncertainty_score":0.9971496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01937052798383769,"score_gpt":0.2214104369206264,"score_spread":0.2020399089367887,"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."}}