{"id":"W3157100828","doi":"","title":"Quantitative evaluation of hardening effect on crack growth rate in high temperature water for light water reactors","year":2003,"lang":"en","type":"article","venue":"","topic":"Nuclear Materials and Properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hatch (Canada)","funders":"","keywords":"Hardening (computing); Materials science; Environmental science; Composite material","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003844066,0.0001619832,0.0002842548,0.00008353825,0.00007526454,0.00009704979,0.00009778307,0.00009135741,0.001864139],"category_scores_gemma":[0.0002291882,0.00007561948,0.00004660013,0.00003953431,0.0000325035,0.0002198807,0.00002145824,0.00005449875,0.000209382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004411778,"about_ca_system_score_gemma":0.00001860779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009028243,"about_ca_topic_score_gemma":0.0000264588,"domain_scores_codex":[0.9981224,0.0007453598,0.0002957615,0.0002763091,0.000255973,0.0003042022],"domain_scores_gemma":[0.9994627,0.00009711376,0.00004837398,0.0001557241,0.0002051952,0.00003089101],"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":[0.0004315574,0.00002953029,0.00007128832,0.00007938354,0.00000683601,7.065097e-7,0.000980723,0.00005445544,0.9966198,0.001465284,0.0002415549,0.00001883035],"study_design_scores_gemma":[0.0009472654,0.0008051683,0.0003660774,0.00006655187,0.00002574261,5.772733e-7,0.00007726878,0.00002913849,0.9952786,0.001896111,0.0003611265,0.0001463983],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997458,0.00001670381,0.000002516029,0.0002638624,0.0006656307,0.0006108006,0.000008446809,0.00002677477,0.0009472169],"genre_scores_gemma":[0.9990864,0.00000228872,0.0003941694,0.00007549342,0.00003120591,0.00006951651,0.00001599725,0.00002462117,0.0003002753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003614878,"threshold_uncertainty_score":0.9990483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02703978423270223,"score_gpt":0.2742438083505347,"score_spread":0.2472040241178325,"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."}}