{"id":"W1967250650","doi":"10.6028/jres.109.015","title":"Spot weld analysis with 2D ultrasonic Arrays","year":2004,"lang":"en","type":"article","venue":"Journal of Research of the National Institute of Standards and Technology","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Ultrasonic testing; Nondestructive testing; Spot welding; Computer science; Software; Ultrasonic sensor; Welding; Acceptance testing; Acoustics; Mechanical engineering; Engineering; Software engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002493055,0.0003868229,0.0004439743,0.001472299,0.0001729671,0.0005629759,0.0004561867,0.0004082766,0.003027881],"category_scores_gemma":[0.0006311635,0.0003370951,0.0003392906,0.0009118918,0.0002087927,0.0006530302,0.0004778607,0.0002239568,0.0008689674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00024579,"about_ca_system_score_gemma":0.0002070839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001116554,"about_ca_topic_score_gemma":0.001407444,"domain_scores_codex":[0.9996051,0.00004373719,0.00001411128,0.0000802187,0.0002299364,0.00002696277],"domain_scores_gemma":[0.9996729,0.0001113104,0.00003429892,0.00005687962,0.0001120639,0.00001264682],"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":[0.00014787,0.00003713201,0.001864207,0.000173298,0.00004565094,0.0001594241,0.0002745328,0.0224753,0.8331487,0.001762391,0.0007841435,0.1391274],"study_design_scores_gemma":[0.00004422443,0.0005365559,0.01791461,0.00003955273,0.00007982482,0.0009090519,0.0002737995,0.4402905,0.5270849,0.002404244,0.01029738,0.0001252971],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1870325,0.0006223871,0.8060833,0.00005447239,0.00005281303,0.00007210889,0.0002717463,0.002135991,0.00367467],"genre_scores_gemma":[0.6228827,0.000565379,0.3708071,0.00006053356,0.00005134253,0.0001475873,0.000314303,0.0002520469,0.004919066],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003027881,"threshold_uncertainty_score":0.01012927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02976958436985446,"score_gpt":0.3466506874154134,"score_spread":0.316881103045559,"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."}}