{"id":"W4405351301","doi":"10.1115/ipc2024-133450","title":"Development of an ILI Service for Heavy Wall Pipelines Based on EMAT Technology","year":2024,"lang":"en","type":"article","venue":"","topic":"Power Systems and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Electromagnetic acoustic transducer; Pipeline transport; Service (business); Marine engineering; Acoustics; Computer science; Engineering; Mechanical engineering; Business; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001824983,0.0005223582,0.0003233452,0.0008480456,0.00071414,0.0008011983,0.0008840953,0.0008440595,0.003835051],"category_scores_gemma":[0.001583114,0.000328079,0.0004920982,0.0003123965,0.0004999321,0.000986073,0.001065705,0.00117247,0.002722215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007959904,"about_ca_system_score_gemma":0.002691667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004017314,"about_ca_topic_score_gemma":0.004411843,"domain_scores_codex":[0.9984358,0.0001706638,0.00006168919,0.0001366651,0.0009416437,0.0002536177],"domain_scores_gemma":[0.9984364,0.0001295615,0.000111325,0.0001873357,0.0009374794,0.0001979966],"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":[0.0004652949,0.0003746152,0.008735117,0.0003217378,0.00001971844,0.001881725,0.001451668,0.008960438,0.7913425,0.004164068,0.01561396,0.1666692],"study_design_scores_gemma":[0.0002087182,0.005213301,0.02451304,0.0001558532,0.00005386869,0.002896289,0.001480604,0.1206269,0.6729446,0.0008068482,0.1709066,0.0001933311],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4858198,0.0002583847,0.4529815,0.002169596,0.000536516,0.001817759,0.0008332204,0.02458608,0.03099715],"genre_scores_gemma":[0.785009,0.0001717812,0.1844224,0.0002801729,0.00004456066,0.000308468,0.001069203,0.0006847465,0.02800962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004017314,"threshold_uncertainty_score":0.01282954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01672758832885063,"score_gpt":0.2425599344279061,"score_spread":0.2258323460990554,"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."}}