{"id":"W6992419966","doi":"","title":"LASER WELDING TECHNIQUES FOR MAGNESIUM ALLOYS","year":2006,"lang":"en","type":"article","venue":"NPARC","topic":"Welding Techniques and Residual Stresses","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002538798,0.0001943052,0.0002546755,0.0007827365,0.0004511715,0.0004793146,0.0006566925,0.0004550204,0.004895844],"category_scores_gemma":[0.0003688287,0.0002114684,0.0003790024,0.0006021839,0.00033608,0.0006312651,0.0004206163,0.0004167779,0.001548646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000370736,"about_ca_system_score_gemma":0.0003679373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007143108,"about_ca_topic_score_gemma":0.002061983,"domain_scores_codex":[0.99976,0.00001850128,0.00001275272,0.00002455106,0.0001622701,0.00002191849],"domain_scores_gemma":[0.9998943,0.00002541496,0.00002244157,0.00001756673,0.00003513173,0.000005141869],"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":[0.0004155299,0.0001050413,0.001380988,0.001267271,0.00008025438,0.0006323444,0.0005613224,0.0017001,0.6644642,0.01430401,0.005562606,0.3095263],"study_design_scores_gemma":[0.0001243502,0.00153106,0.02338349,0.0003615235,0.0002122239,0.006743429,0.0005280194,0.008431051,0.7168746,0.00922655,0.2324916,0.0000920665],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.4957177,0.1527669,0.1991891,0.002092751,0.001676965,0.000315852,0.0002814872,0.001398333,0.1465608],"genre_scores_gemma":[0.8118181,0.01963969,0.06648912,0.0002209468,0.0002879926,0.00009330592,0.0002152839,0.0002736462,0.1009619],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.004895844,"threshold_uncertainty_score":0.01637822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007342435723718245,"score_gpt":0.2159698518241096,"score_spread":0.2086274161003914,"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."}}