{"id":"W7097946452","doi":"","title":"Integration of the Ultrasonic Real-Time Spot Weld Monitoring System","year":2013,"lang":"en","type":"article","venue":"","topic":"Advanced Welding Techniques Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Robustness (evolution); Ultrasonic sensor; Welding; Robot; Electronics; Production line; Spot welding; Ultrasonic testing","routes":{"ca_aff":false,"ca_fund":false,"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":[0.00006277905,0.00008239992,0.0001205169,0.00004177902,0.00002545275,0.0000136053,0.0001594298,0.00004675186,0.00007830057],"category_scores_gemma":[0.00001534206,0.00005508818,0.00006886909,0.0001951033,0.00001146189,0.000119161,0.00001896075,0.00007886448,0.0000481559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001078186,"about_ca_system_score_gemma":0.000002747177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002848368,"about_ca_topic_score_gemma":0.000003562882,"domain_scores_codex":[0.9995263,0.00001130607,0.0001788243,0.00007509867,0.000101117,0.0001073685],"domain_scores_gemma":[0.9995701,0.00003656426,0.00003483117,0.0002958052,0.00004215364,0.00002056855],"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":[4.545922e-7,0.000003512052,0.001046514,0.00004477413,0.00002879473,1.614979e-7,0.00005259695,0.01707727,0.9768295,0.001342769,0.0004815313,0.003092085],"study_design_scores_gemma":[0.00003667011,0.000007450893,0.004494968,0.0001550368,0.00002389376,0.000002267911,0.0001633972,0.1208323,0.8739799,0.0001702088,0.00003430388,0.0000995906],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8947199,0.0000258009,0.08478831,0.00003039753,0.0001450238,0.0002188257,0.000001128672,0.001081151,0.01898945],"genre_scores_gemma":[0.977984,0.00003626526,0.02142522,9.688853e-7,0.00003995953,0.00002585829,6.630164e-7,0.00001784348,0.0004692425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.103755,"threshold_uncertainty_score":0.2246431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006581870641760119,"score_gpt":0.2112477429704029,"score_spread":0.2046658723286428,"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."}}