{"id":"W2316512770","doi":"10.1016/j.ultras.2016.04.001","title":"Inspection of thick welded joints using laser-ultrasonic SAFT","year":2016,"lang":"en","type":"article","venue":"Ultrasonics","topic":"Welding Techniques and Residual Stresses","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Welding; Materials science; Ultrasonic testing; Butt welding; Laser; Ultrasonic sensor; Arc welding; Laser beam welding; Butt joint; Optics; Acoustics; Composite material; Metallurgy","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":[0.0001068242,0.0001450416,0.0001827152,0.00006276334,0.00006568695,0.00001769333,0.0001422527,0.0001465648,0.0001042675],"category_scores_gemma":[0.00009708496,0.0001039388,0.000075117,0.0001639339,0.00005897913,0.0001157921,0.00001831051,0.0001217512,0.00001343929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009638162,"about_ca_system_score_gemma":0.0000216876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005621882,"about_ca_topic_score_gemma":0.00003710552,"domain_scores_codex":[0.9992015,0.0000178439,0.0002376301,0.0001434184,0.0001578644,0.0002416872],"domain_scores_gemma":[0.9994839,0.0001254432,0.00005426924,0.0002350208,0.00004565371,0.00005571103],"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":[0.00004114315,0.0001531674,0.007838697,0.0003991727,0.0002165833,0.00001538898,0.0003405793,0.01345511,0.9430062,0.001349208,0.010219,0.02296574],"study_design_scores_gemma":[0.0003188418,0.00006130804,0.001788177,0.0003460559,0.00002743831,0.00002595712,0.0000355537,0.001144387,0.9891812,0.0007778928,0.006051141,0.0002420414],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818324,0.0003304057,0.01286473,0.00006504047,0.0003391025,0.0001300153,0.000033963,0.0009114389,0.003492882],"genre_scores_gemma":[0.9937528,0.001177711,0.004809179,0.000009398762,0.00008497233,0.000003883496,0.000001966744,0.00003718975,0.0001229454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.046175,"threshold_uncertainty_score":0.4238502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01548275437693718,"score_gpt":0.2332515130142851,"score_spread":0.2177687586373479,"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."}}