{"id":"W2132623760","doi":"10.5006/1.3279878","title":"Characteristics of Near-Neutral-pH Stress Corrosion Cracks in an X-65 Pipeline","year":2002,"lang":"en","type":"article","venue":"CORROSION","topic":"Material Properties and Failure Mechanisms","field":"Materials Science","cited_by":120,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Chemicals (Canada); University of Alberta","funders":"","keywords":"Corrosion; Stress corrosion cracking; Stress (linguistics); Materials science; Pipeline (software); Metallurgy; Forensic engineering; Engineering; Mechanical engineering","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":[0.0002722515,0.0001937793,0.0003453568,0.00006150788,0.0001177775,0.0001299132,0.0003292255,0.0001439603,0.002703499],"category_scores_gemma":[0.00005039866,0.0001581506,0.00004437904,0.0001315268,0.00009160044,0.0003056393,0.0001444647,0.0001142714,0.0002371463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003156577,"about_ca_system_score_gemma":0.00001356671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001224533,"about_ca_topic_score_gemma":0.00005411204,"domain_scores_codex":[0.9984383,0.0001072108,0.0005370526,0.0003584365,0.0002297443,0.0003292736],"domain_scores_gemma":[0.9991117,0.00002270572,0.000210467,0.0004321746,0.0001092955,0.0001136718],"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":[0.0001213855,0.0002442079,0.001023676,0.0000796417,6.334759e-8,0.00001106919,0.0004408379,0.0000403651,0.9960901,0.0001478105,0.0003301151,0.001470717],"study_design_scores_gemma":[0.0005176096,0.0004104121,0.001642705,0.000219335,0.000009678487,0.000005420243,0.00008074552,0.01821507,0.9777299,0.0001191827,0.0008005749,0.0002493185],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946033,0.00007268163,0.003161265,0.00008453661,0.001498198,0.0002452397,0.00009810214,0.00006661371,0.0001700742],"genre_scores_gemma":[0.9982469,0.00006666869,0.0008898061,0.0001101331,0.0001315679,0.00001171876,0.00004432215,0.00002760941,0.0004712668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01836017,"threshold_uncertainty_score":0.9982082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02317745112557511,"score_gpt":0.2327544448746385,"score_spread":0.2095769937490634,"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."}}