{"id":"W229126239","doi":"10.5006/c2006-06422","title":"Monitoring Passive Film Rupture Events on Pipeline Carbon Steel During Cyclic Mechanical Loading Conditions","year":2006,"lang":"en","type":"article","venue":"","topic":"Material Properties and Failure Mechanisms","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"TransCanada (Canada); Nova Chemicals (Canada)","funders":"","keywords":"Pipeline (software); Materials science; Carbon steel; Corrosion; Carbon fibers; Pipeline transport; Forensic engineering; Composite material; Metallurgy; 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":[0.0001412828,0.0002400896,0.0002568434,0.0000710109,0.0002817876,0.0001077683,0.0002358559,0.0001397393,0.00124878],"category_scores_gemma":[0.00002901024,0.0001872953,0.0000731265,0.00009586315,0.0000233428,0.0001376144,0.0001239376,0.0001385399,0.0002283753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001014381,"about_ca_system_score_gemma":0.00001701422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004755988,"about_ca_topic_score_gemma":0.00002544064,"domain_scores_codex":[0.9983144,0.00007123416,0.0003769902,0.0004292201,0.0003464094,0.0004617728],"domain_scores_gemma":[0.999391,0.00003108496,0.0001149304,0.0003044035,0.00005721059,0.0001013726],"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":[0.00005154405,0.00006895597,0.00004420727,0.00002576388,0.000003554171,0.00001984562,0.00002523942,0.0002805921,0.9959201,0.003394562,0.0001426884,0.00002297718],"study_design_scores_gemma":[0.0004750836,0.0000779813,0.0009227303,0.0001232597,0.0000162922,0.00001257754,0.0001248729,0.0005272407,0.9954544,0.001806617,0.0002018583,0.0002570841],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993826,0.00002032239,0.0003115592,0.0002804002,0.001834063,0.0002609977,0.00003489242,0.0002436554,0.003188118],"genre_scores_gemma":[0.9947896,0.000005227253,0.0006291366,0.00006034343,0.0009515125,0.00005062724,0.00001259825,0.0000337638,0.003467164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001587944,"threshold_uncertainty_score":0.9996642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01076271492996659,"score_gpt":0.2277485435499164,"score_spread":0.2169858286199498,"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."}}