{"id":"W2112405594","doi":"10.1115/ipc2010-31464","title":"Effects of Cathodic Protection on Cracking of High-Strength Pipeline Steels","year":2010,"lang":"en","type":"article","venue":"2010 8th International Pipeline Conference, Volume 1","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Cathodic protection; Materials science; Hydrogen embrittlement; Brittleness; Ductility (Earth science); Embrittlement; Metallurgy; Scanning electron microscope; Composite material; Electrode; Corrosion; Electrochemistry; Chemistry; Creep","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":[0.0007398372,0.0002562981,0.0004202634,0.0002995366,0.00008009587,0.00006210247,0.0007086892,0.0001762901,0.005117706],"category_scores_gemma":[0.0005715154,0.0002309933,0.000132422,0.0001772218,0.0002068699,0.0002296114,0.0001492426,0.0003912179,0.000270667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002709442,"about_ca_system_score_gemma":0.0001194534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003581445,"about_ca_topic_score_gemma":0.00007189627,"domain_scores_codex":[0.9974701,0.0001143113,0.00084697,0.0004450776,0.0008557651,0.0002677876],"domain_scores_gemma":[0.9978814,0.0001229998,0.0006636522,0.0003998356,0.0008297341,0.0001023488],"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":[0.00009909622,0.0004177241,0.001257788,0.00005721107,0.000005581757,0.00000392565,0.00008581068,0.00003411127,0.9826593,0.002664983,0.00118804,0.01152641],"study_design_scores_gemma":[0.0009372604,0.0001802155,0.003265339,0.0001506777,0.00005306413,0.000006337182,0.00002479084,0.004626003,0.9864858,0.000715852,0.003325564,0.0002290896],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9728935,0.00001754077,0.01950678,0.0002326302,0.005533786,0.0004979974,0.0001419868,0.00006527708,0.001110503],"genre_scores_gemma":[0.9893206,0.00001682282,0.002904611,0.00005356601,0.0004181571,0.00007698667,0.00006612335,0.00002551964,0.007117619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01660216,"threshold_uncertainty_score":0.9957917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01657604521509341,"score_gpt":0.2633818785514292,"score_spread":0.2468058333363359,"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."}}