{"id":"W2390898983","doi":"","title":"Finite element simulation of resistance spot welding process of aluminum alloys","year":2004,"lang":"en","type":"article","venue":"Transactions of the China Welding Institution","topic":"Advanced Welding Techniques Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Spot welding; Materials science; Finite element method; Aluminium; Welding; Electric resistance welding; Metallurgy; Contact resistance; Electrode; Composite material; Structural engineering; 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":[0.0003845899,0.0003871458,0.000611259,0.0004742497,0.0004075154,0.0005488673,0.001025442,0.001509925,0.002880662],"category_scores_gemma":[0.0007982483,0.0004442431,0.0006218508,0.0003606253,0.0004821649,0.0004685163,0.0003955209,0.000432291,0.0004977275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005427384,"about_ca_system_score_gemma":0.0007603799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006348573,"about_ca_topic_score_gemma":0.003391361,"domain_scores_codex":[0.9998158,0.00004585716,0.00001093376,0.00002432538,0.00007333701,0.00002978851],"domain_scores_gemma":[0.99975,0.0001104452,0.00002754789,0.00002595527,0.00006742579,0.00001861461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002519528,0.0000235616,0.0003995253,0.00002979644,0.000007070657,0.00005502604,0.00006858337,0.9911219,0.004664218,0.001419106,0.00009001051,0.002096027],"study_design_scores_gemma":[0.000003532198,0.00001262364,0.00009530165,0.000002674175,0.000001735482,0.000008666608,0.000009992095,0.9987205,0.000688558,0.0001470688,0.0003065547,0.000002854131],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4422303,0.0004124609,0.5293773,0.0002961379,0.00009782063,0.0002011673,0.0004867417,0.001010668,0.02588735],"genre_scores_gemma":[0.9310756,0.0002156634,0.05878019,0.00004274865,0.000008603959,0.0002732447,0.0002919084,0.00008048755,0.009231592],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006348573,"threshold_uncertainty_score":0.01262325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01024799845877024,"score_gpt":0.2514619873603053,"score_spread":0.2412139889015351,"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."}}