{"id":"W2002006735","doi":"10.2118/94155-ms","title":"Online Detection of Coiled Tubing Anomalies on a Small Scale for Safe CT Operations","year":2005,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing Conference and Exhibition","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Corrosion; Guard (computer science); Magnetic flux leakage; Pipeline (software); Geology; Circumference; Scale (ratio); Computer science; Materials science; Engineering; Physics; Magnet; Composite material; Electrical engineering; Mechanical engineering; Geometry; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001867172,0.000250625,0.0003089392,0.0002143202,0.0001777214,0.00008986102,0.0001051337,0.0000913656,0.00002801032],"category_scores_gemma":[0.0001086724,0.0002710957,0.00007052556,0.0001707203,0.00009336917,0.0003034531,0.0000316311,0.0002000984,0.000005782454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00010378,"about_ca_system_score_gemma":0.00003611917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008229727,"about_ca_topic_score_gemma":0.0008364537,"domain_scores_codex":[0.9988499,0.00003799739,0.0003978239,0.000307132,0.0001307737,0.000276355],"domain_scores_gemma":[0.9992953,0.0001401865,0.00006857034,0.0002289414,0.0001957406,0.00007126507],"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":[0.00007416852,0.0001411825,0.0008286595,0.0002539952,0.00004071155,0.000002255178,0.0005789438,0.001796115,0.9364352,0.005762749,0.00004123712,0.05404473],"study_design_scores_gemma":[0.001976264,0.0008474034,0.007960077,0.00158465,0.000128405,0.00007440287,0.0005319199,0.1651925,0.8023683,0.01813235,0.0002907312,0.0009130784],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9525176,0.00008779487,0.04425966,0.0001145774,0.0001207953,0.0004758938,0.00007837934,0.0005113181,0.001834003],"genre_scores_gemma":[0.9225482,0.0001280035,0.07687554,0.00003732243,0.0001647966,0.00008547396,0.00009784216,0.00004113853,0.00002162852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1633963,"threshold_uncertainty_score":0.9999741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02575287969720888,"score_gpt":0.2455538389636459,"score_spread":0.219800959266437,"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."}}