{"id":"W1480120526","doi":"10.1002/j.1551-8833.2000.tb08972.x","title":"Detecting breaks in prestressing pipe wire","year":2000,"lang":"en","type":"article","venue":"American Water Works Association","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; American Water Works Association Research Foundation","keywords":"Eddy-current testing; Pipeline transport; Bar (unit); Eddy current; Prestressed concrete; Structural engineering; Cylinder; Nondestructive testing; Water pipe; Canalisation; Engineering; Forensic engineering; Mechanical engineering; Electrical engineering; Geology; Piping","routes":{"ca_aff":false,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0002372605,0.0001444232,0.0001889282,0.0001038216,0.00005992099,0.00008278899,0.000109215,0.00007767091,0.00006057832],"category_scores_gemma":[0.00005505007,0.0001398462,0.00003459387,0.0003299635,0.00002851003,0.0002560958,0.00001702282,0.0002980858,0.00003110814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005935584,"about_ca_system_score_gemma":0.000005741251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004367062,"about_ca_topic_score_gemma":0.00007996319,"domain_scores_codex":[0.9989825,0.00006650813,0.0002273692,0.0001748722,0.0001546368,0.0003940899],"domain_scores_gemma":[0.999629,0.0001033106,0.0000626673,0.0001445413,0.00002481397,0.00003572262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00001374476,0.00002911315,0.4233129,0.00001945113,0.00004673987,0.00001323051,0.001990664,0.003005201,0.0300646,0.00001047552,0.0001656667,0.5413282],"study_design_scores_gemma":[0.001289792,0.0001984097,0.7913125,0.001226875,0.00008331914,0.00002788386,0.000613258,0.02645238,0.1459742,0.03001898,0.0006660866,0.002136384],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885733,0.00002613841,0.0009170756,0.00007134354,0.00005857821,0.0001088367,0.000001227503,0.0009826962,0.009260838],"genre_scores_gemma":[0.9739324,0.00002417231,0.02579034,0.0000339419,0.00007964457,0.00002516836,0.000007840641,0.00004520774,0.00006130352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5391918,"threshold_uncertainty_score":0.5702761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004122305714075502,"score_gpt":0.2071368677595025,"score_spread":0.2030145620454269,"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."}}