{"id":"W2010810908","doi":"10.1115/ipc2004-0078","title":"Validation of EMAT In-Line Inspection Technology for SCC Management","year":2004,"lang":"en","type":"article","venue":"2004 International Pipeline Conference, Volumes 1, 2, and 3","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"TransCanada (Canada)","funders":"","keywords":"Electromagnetic acoustic transducer; Pipeline transport; Welding; Stress corrosion cracking; Transducer; Piping; Engineering; Missile; Acoustics; Mechanical engineering; Materials science; Corrosion; Ultrasonic testing; Electrical engineering; Ultrasonic sensor; Aerospace engineering; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001051994,0.0001166667,0.0001478321,0.0004622596,0.0000226916,0.00001970498,0.0001436477,0.00007971301,0.00001662845],"category_scores_gemma":[0.00005294604,0.0001273719,0.00002672704,0.0001811848,0.0000672218,0.0001326154,0.00003704427,0.00009127038,0.000003109762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001125504,"about_ca_system_score_gemma":0.00001709719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003120962,"about_ca_topic_score_gemma":0.00003624311,"domain_scores_codex":[0.9993023,0.000004611835,0.0002971168,0.000165824,0.000111489,0.0001186486],"domain_scores_gemma":[0.9996155,0.00001537563,0.00006306023,0.0001055942,0.0001803235,0.00002013569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009594102,0.000278229,0.02591486,0.0005449443,0.0001603641,0.00001215275,0.0003560521,0.007645772,0.02517086,0.8989064,0.0008460711,0.04006837],"study_design_scores_gemma":[0.002177734,0.0001551047,0.005415902,0.0004901416,0.00003118379,0.00002386914,0.0002285345,0.03714448,0.03938752,0.913906,0.0006995925,0.0003399367],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6136112,0.0001281746,0.3755567,0.0003307375,0.0003497007,0.0003808672,0.00002864345,0.0004936018,0.009120379],"genre_scores_gemma":[0.8953642,0.0001311379,0.1042444,0.000009043372,0.00005768662,0.00005578489,0.00004215995,0.00001465936,0.000081028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2817529,"threshold_uncertainty_score":0.5194076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01455377869323418,"score_gpt":0.2579419669404405,"score_spread":0.2433881882472063,"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."}}