{"id":"W2006142093","doi":"10.1115/ipc2014-33479","title":"SCC In-Field Inspection Technology Evaluation and its Application to EMAT Based Pipeline Integrity Management Programs","year":2014,"lang":"en","type":"article","venue":"","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"TransCanada (Canada)","funders":"Texas A and M University","keywords":"Electromagnetic acoustic transducer; Pipeline (software); Engineering; Ditch; Reliability engineering; Acoustics; Mechanical engineering; Ultrasonic testing; Ultrasonic sensor","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001736877,0.0004878457,0.0002701235,0.002776823,0.0003735126,0.0006496035,0.0006051291,0.0004090848,0.001056606],"category_scores_gemma":[0.002193169,0.0002208149,0.0001827152,0.001190276,0.0003074055,0.0005108273,0.000405226,0.0002660598,0.0002356482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001612049,"about_ca_system_score_gemma":0.0006318745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004437501,"about_ca_topic_score_gemma":0.01062271,"domain_scores_codex":[0.9985649,0.0003179979,0.00005647257,0.0001375211,0.0008523231,0.00007088586],"domain_scores_gemma":[0.9980027,0.0002874912,0.000249559,0.0001794273,0.001238755,0.00004198524],"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":[0.0005838303,0.000521781,0.1395804,0.00059963,0.00005734719,0.000314989,0.000599331,0.03571411,0.4925041,0.001659052,0.00115971,0.3267057],"study_design_scores_gemma":[0.00002926806,0.002352335,0.1622759,0.00009521982,0.00008872661,0.0004629123,0.0007304577,0.08070208,0.7383669,0.0006030022,0.0142259,0.0000673253],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7812081,0.0009625094,0.1950127,0.000173516,0.00002926213,0.0007709051,0.00100448,0.001256029,0.01958252],"genre_scores_gemma":[0.9273232,0.0004934098,0.06762743,0.00003575128,0.000007160492,0.0001268627,0.0004162579,0.00003577604,0.003934219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004437501,"threshold_uncertainty_score":0.01169634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01588938053321132,"score_gpt":0.2821046539657812,"score_spread":0.2662152734325698,"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."}}