{"id":"W2599462877","doi":"10.1080/13621718.2017.1306014","title":"Residual stresses in cold-wire gas metal arc welding","year":2017,"lang":"en","type":"article","venue":"Science and Technology of Welding & Joining","topic":"Welding Techniques and Residual Stresses","field":"Engineering","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Conselho Nacional de Desenvolvimento Científico e Tecnológico; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Residual stress; Materials science; Welding; Base metal; Gas metal arc welding; Metallurgy; Arc welding; Shielded metal arc welding; Submerged arc welding; Composite material; Arc (geometry); Gas tungsten arc welding; Manganese; Heat-affected zone; Mechanical 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006826191,0.0001380617,0.0002356506,0.0006770412,0.0005746466,0.0001179609,0.0006759767,0.0001269515,0.000007663953],"category_scores_gemma":[0.0005807214,0.0001300574,0.0000197364,0.000534702,0.001233619,0.0005087321,0.0003092334,0.0002547252,0.000001048973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000337727,"about_ca_system_score_gemma":0.00004538221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000705062,"about_ca_topic_score_gemma":0.00004158622,"domain_scores_codex":[0.9987882,0.000006790477,0.0002423059,0.0002876003,0.0002459661,0.0004291775],"domain_scores_gemma":[0.9993327,0.00004698424,0.00009461753,0.000397132,0.00007319335,0.00005532526],"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":[0.00001344502,0.00005568261,0.2749376,0.0001964601,0.00004212357,0.0001223087,0.0005384191,0.001658188,0.5979934,0.03784205,0.0003603808,0.08623994],"study_design_scores_gemma":[0.0002334184,0.00008284625,0.009245068,0.0003462548,0.000009126952,0.0000263113,0.0006180663,0.0005773157,0.9840662,0.00410088,0.0004941103,0.0002003936],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935814,0.000711252,0.0001428933,0.001033017,0.0001457148,0.00008921455,0.000001918529,0.0003742946,0.003920298],"genre_scores_gemma":[0.9937611,0.000308344,0.005864392,0.000008109349,0.00002605731,0.000008886471,1.357913e-7,0.00001216139,0.00001081457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3860728,"threshold_uncertainty_score":0.5303586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01437537584999034,"score_gpt":0.257513854055287,"score_spread":0.2431384782052967,"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."}}