{"id":"W2066657259","doi":"10.1016/j.phpro.2011.03.006","title":"Laser Beam Welding of Nitride Steel Components","year":2011,"lang":"en","type":"article","venue":"Physics Procedia","topic":"Welding Techniques and Residual Stresses","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Magna International (Canada)","funders":"","keywords":"Welding; Laser beam welding; Materials science; Gas metal arc welding; Electric resistance welding; Nitride; Laser; Metallurgy; Composite material; Layer (electronics); 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":[0.0002525604,0.0003353984,0.0002566237,0.0005085444,0.0003883148,0.0002967315,0.0005127391,0.0003615685,0.00288373],"category_scores_gemma":[0.0002456277,0.0002374799,0.0002396681,0.000375681,0.0001960226,0.0003220949,0.0005211756,0.0002029657,0.001424919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006877627,"about_ca_system_score_gemma":0.0004549853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002308515,"about_ca_topic_score_gemma":0.00493978,"domain_scores_codex":[0.9997128,0.00001805818,0.000008296239,0.00004356231,0.0001894281,0.00002786539],"domain_scores_gemma":[0.9998776,0.0000150933,0.00002320307,0.00001317732,0.00006272343,0.000008172456],"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":[0.00009721651,0.00001398999,0.0005401692,0.0002203008,0.000008585183,0.0001713946,0.0001512261,0.001555879,0.9702406,0.001629974,0.0007952758,0.02457531],"study_design_scores_gemma":[0.00002049303,0.0003444708,0.005483549,0.00005069827,0.00001819082,0.0004785579,0.00009808489,0.007791432,0.9572756,0.0006198305,0.02779325,0.00002582354],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6599783,0.009431274,0.2562207,0.0005075685,0.0003796684,0.0002373346,0.0003490802,0.00100362,0.07189251],"genre_scores_gemma":[0.8952838,0.003007771,0.05481804,0.0001200645,0.00003029756,0.0001073163,0.00026929,0.000148178,0.04621518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00288373,"threshold_uncertainty_score":0.009647071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0376194626732668,"score_gpt":0.212772204606136,"score_spread":0.1751527419328692,"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."}}