{"id":"W2528431622","doi":"10.1590/0104-9224/si2103.04","title":"Correlation between Peel Test and Real Time Ultrasonic Test for Quality Diagnosis in Resistance Spot Welding","year":2016,"lang":"en","type":"article","venue":"Soldagem & Inspeção","topic":"Advanced Welding Techniques Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"Conselho Nacional de Desenvolvimento Científico e Tecnológico; University of Windsor","keywords":"Spot welding; Welding; Ultrasonic sensor; Materials science; Spectrum analyzer; Ultrasonic testing; Nondestructive testing; Acoustics; Penetration (warfare); Composite material; Metallurgy; Engineering; Electrical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005001242,0.0002175132,0.0003542485,0.0001643393,0.00008614017,0.00003140069,0.0001439083,0.000152414,0.00002800283],"category_scores_gemma":[0.001054043,0.0001986713,0.00008098725,0.0003164286,0.00005751864,0.0003242895,0.00003880914,0.0001320594,0.00002110866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000275605,"about_ca_system_score_gemma":0.0000110597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005299472,"about_ca_topic_score_gemma":0.000258254,"domain_scores_codex":[0.9986576,0.00002776632,0.0004493987,0.0003509228,0.0001515979,0.0003627482],"domain_scores_gemma":[0.9965463,0.002886915,0.0001023135,0.0003388541,0.00004686627,0.00007872151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002081497,0.00005785996,0.949906,0.0001926171,0.00005535879,0.000008021468,0.0002443125,0.001145698,0.02812967,0.0007409506,0.002203706,0.01729501],"study_design_scores_gemma":[0.002565868,0.0002199308,0.9079578,0.001431352,0.0002434797,0.000003544149,0.00009804386,0.01027732,0.05034528,0.01629665,0.008763174,0.001797581],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8575236,0.0002687202,0.1370249,0.0005468443,0.00007860843,0.0006960507,0.000331474,0.001401219,0.002128572],"genre_scores_gemma":[0.983879,0.0007371919,0.014321,0.00001054696,0.0001033283,0.0001295773,0.00002090884,0.00006314834,0.0007352675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1263554,"threshold_uncertainty_score":0.8101581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01869224786282007,"score_gpt":0.2800345644812462,"score_spread":0.2613423166184261,"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."}}