{"id":"W3215553514","doi":"","title":"Phased array ultrasonic technology contribution to engineering critical assessment (ECA) of economizer piping welds","year":2006,"lang":"en","type":"article","venue":"","topic":"Engineering Diagnostics and Reliability","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Power Generation","funders":"","keywords":"Piping; Economizer; Engineering; Phased array ultrasonics; Nondestructive testing; Phased array; Ultrasonic testing; Forensic engineering; Mechanical engineering; Acoustics; Ultrasonic sensor; Electrical engineering; Physics","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":[0.0001817632,0.0001722483,0.0002935376,0.0002017553,0.00002488391,0.00001906892,0.0001201503,0.0001710487,0.00007541695],"category_scores_gemma":[0.0002500031,0.0001752579,0.00006956643,0.0002329491,0.00003076152,0.00005715902,0.000009572571,0.000200255,0.00001653232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001579151,"about_ca_system_score_gemma":0.00001792452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001408744,"about_ca_topic_score_gemma":0.000006523519,"domain_scores_codex":[0.9989933,0.000005585639,0.0003748738,0.0001863463,0.00009157036,0.000348318],"domain_scores_gemma":[0.9992878,0.0002976957,0.00001488284,0.0002401591,0.00008247021,0.000077032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000002772749,0.00007402382,0.001340836,0.0001211679,0.00003113828,0.000001579601,0.000005190706,0.4889932,0.4595797,0.0494438,0.0002348324,0.000171705],"study_design_scores_gemma":[0.001019318,0.0001490964,0.01073552,0.000172602,0.00004995391,0.000008748351,0.00001735657,0.08612292,0.8834638,0.001002867,0.01666501,0.0005928177],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2965502,0.0002045739,0.6992018,0.0004424308,0.0005628968,0.0002100497,0.00001947839,0.0005542877,0.002254379],"genre_scores_gemma":[0.9808429,0.00001889031,0.0189399,0.000008538745,0.00008929299,0.00004564506,0.000008895319,0.00002893151,0.00001697606],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6842927,"threshold_uncertainty_score":0.7146811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002207127565550038,"score_gpt":0.2179298113782959,"score_spread":0.2157226838127459,"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."}}