{"id":"W1989700384","doi":"10.1016/j.matdes.2011.06.001","title":"Characterization of magnesium spot welds under tensile and cyclic loadings","year":2011,"lang":"en","type":"article","venue":"Materials & Design (1980-2015)","topic":"Advanced Welding Techniques Analysis","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Spot welding; Materials science; Welding; Microstructure; Ultimate tensile strength; Metallurgy; Base metal; Composite material; Magnesium; Magnesium alloy","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":[0.0002467722,0.0002065254,0.0002026132,0.000556884,0.00031563,0.0002514482,0.0003981863,0.0003603208,0.002074734],"category_scores_gemma":[0.0004391801,0.0001734613,0.0002345293,0.000469375,0.0002846772,0.0002586976,0.0002121221,0.000138996,0.0003109026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002701544,"about_ca_system_score_gemma":0.0002557405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001941715,"about_ca_topic_score_gemma":0.003232935,"domain_scores_codex":[0.9997755,0.00001376132,0.00001349546,0.00004147319,0.0001280125,0.00002779131],"domain_scores_gemma":[0.9997573,0.00004554353,0.00005344246,0.00002898614,0.00009405724,0.00002069113],"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":[0.0001261014,0.000006567057,0.0009223108,0.00003931181,0.000005180088,0.00007682549,0.000088239,0.0002078716,0.9956514,0.00005075468,0.00004991032,0.002775502],"study_design_scores_gemma":[0.000008349708,0.0004293207,0.0445882,0.000007705297,0.00002272306,0.0002212895,0.0001352725,0.001670061,0.9512184,0.00003617831,0.001651847,0.00001061674],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956743,0.0003413902,0.001684171,0.00001606157,0.000008232789,0.00001701268,0.0001857204,0.00005133705,0.002021803],"genre_scores_gemma":[0.9966843,0.0000991608,0.0008821693,0.000009169173,0.000003052606,0.00001153723,0.0001996914,0.00001808313,0.0020929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002074734,"threshold_uncertainty_score":0.006940722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02137322310637287,"score_gpt":0.2236601419352523,"score_spread":0.2022869188288794,"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."}}