{"id":"W2051987577","doi":"10.2351/1.2795755","title":"Novel technique for laser lap welding of zinc coated sheet steels","year":2007,"lang":"en","type":"article","venue":"Journal of Laser Applications","topic":"Welding Techniques and Residual Stresses","field":"Engineering","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Materials science; Welding; Laser beam welding; Metallurgy; Lap joint; Aluminium; Alloy; Electric resistance welding; Heat-affected zone; FOIL method; Laser; Boiling point; Composite material; Optics","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":[0.0001021588,0.0002821309,0.0002383844,0.0003084433,0.0003026429,0.0002810744,0.0006127899,0.0003858456,0.001400272],"category_scores_gemma":[0.0001561456,0.0002375379,0.0002802869,0.0002255481,0.0002690427,0.0002632684,0.0003805433,0.0005385784,0.0007215404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002201592,"about_ca_system_score_gemma":0.0003301121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006457613,"about_ca_topic_score_gemma":0.001395089,"domain_scores_codex":[0.9998673,0.000005950206,0.000006176412,0.00003188522,0.00007202088,0.0000166268],"domain_scores_gemma":[0.9999087,0.000010866,0.0000215829,0.00002301174,0.00002378481,0.00001196856],"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":[0.00003237256,0.00001204733,0.0001729045,0.00008520074,0.000005723493,0.000185993,0.00005098021,0.0002072197,0.9861938,0.0005500205,0.0002222375,0.01228143],"study_design_scores_gemma":[0.0000224336,0.0002313236,0.002139447,0.00001044968,0.00001761032,0.001714953,0.00002970901,0.003070932,0.9798708,0.0001309904,0.01274031,0.00002108606],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5875759,0.003991335,0.3852878,0.0004384912,0.0003445196,0.0003458554,0.0002686105,0.002472672,0.01927493],"genre_scores_gemma":[0.8186466,0.001459158,0.1636279,0.0001082043,0.00005368692,0.000116823,0.0001442472,0.00006963908,0.01577394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001400272,"threshold_uncertainty_score":0.004684329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01751847329956078,"score_gpt":0.2784731971726265,"score_spread":0.2609547238730657,"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."}}