{"id":"W3016462416","doi":"10.1007/s10921-020-00679-0","title":"Factors Affecting Spatial Resolution in Pulsed Eddy Current Inspection of Pipe","year":2020,"lang":"en","type":"article","venue":"Journal of Nondestructive Evaluation","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Military College of Canada","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Eddy current; Eddy-current testing; SIGNAL (programming language); Acoustics; Orientation (vector space); Flow (mathematics); Nondestructive testing; Materials science; Current (fluid); Solid mechanics; Mechanics; Electrical engineering; Physics; Geometry; Computer science; Engineering; Composite material; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001039962,0.0001795344,0.000335255,0.0003835832,0.00003817616,0.00001736611,0.0001349589,0.00008752786,0.00002243125],"category_scores_gemma":[0.001500113,0.0001753365,0.0001228787,0.0005453212,0.00004970254,0.000527068,0.00002329731,0.0005081601,9.064559e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007055841,"about_ca_system_score_gemma":0.0001177044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002934926,"about_ca_topic_score_gemma":0.00001900634,"domain_scores_codex":[0.9980841,0.0002532018,0.0007088635,0.0001475603,0.0006447617,0.000161516],"domain_scores_gemma":[0.9985296,0.000161625,0.000550625,0.00009753254,0.000587277,0.00007339921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003607067,0.0001549892,0.2068162,0.0003755043,0.0001681316,0.000006752505,0.007969324,0.04046657,0.6935369,0.0004427848,0.0001045833,0.04959752],"study_design_scores_gemma":[0.001450756,0.0006664663,0.7998726,0.0003759755,0.0001356596,0.00002368854,0.0006407641,0.07456923,0.09469049,0.027303,0.000003410849,0.0002679951],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9088137,0.000192452,0.08964797,0.000021782,0.000611451,0.0003180607,0.000003646722,0.0001043446,0.0002865669],"genre_scores_gemma":[0.9770582,0.0000157015,0.02260236,0.000002230097,0.0002854145,0.00000381177,0.000004929805,0.00002727396,4.770192e-8],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5988464,"threshold_uncertainty_score":0.7150014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07968303821030323,"score_gpt":0.3251293357804723,"score_spread":0.2454462975701691,"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."}}