{"id":"W2044468034","doi":"10.1007/s11665-010-9749-3","title":"Evaluation of the Low Heat Input Process for Weld Repair of Nickel-Base Superalloys","year":2010,"lang":"en","type":"article","venue":"Journal of Materials Engineering and Performance","topic":"Surface Treatment and Coatings","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Materials science; Welding; Inconel; Metallurgy; Heat-affected zone; Nimonic; Superalloy; Electric resistance welding; Shielding gas; Arc welding; Filler metal; Inconel 625; Fusion welding; Gas tungsten arc welding; 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":[0.000604135,0.000361014,0.0005071362,0.0003892476,0.0004581124,0.0006772358,0.0005839613,0.0004248328,0.001679428],"category_scores_gemma":[0.0008896675,0.0002125815,0.000364139,0.0002595331,0.0003675326,0.0004860357,0.0002791862,0.0003401964,0.0002432512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009381879,"about_ca_system_score_gemma":0.0007604322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002852175,"about_ca_topic_score_gemma":0.004949362,"domain_scores_codex":[0.9995982,0.00005808731,0.00001932697,0.00005245334,0.0002048807,0.00006715785],"domain_scores_gemma":[0.9993207,0.0001545278,0.0001186162,0.00006485733,0.0002831185,0.00005808747],"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":[0.0007749688,0.0001321899,0.001439799,0.0002105177,0.00001933949,0.00006553898,0.0001082991,0.00245113,0.9878555,0.0001079395,0.00006387137,0.006771008],"study_design_scores_gemma":[0.00003206064,0.001630099,0.006076001,0.000004753197,0.00004332265,0.00004364374,0.00007823798,0.004714512,0.98682,0.00001993285,0.0005264708,0.00001098003],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971621,0.0003505323,0.001719352,0.00001774881,0.00001122376,0.00002895775,0.00005117997,0.0000604736,0.0005985448],"genre_scores_gemma":[0.9980617,0.0001173319,0.001079167,0.000004698052,0.000002590417,0.000008793161,0.00004278787,0.00002081312,0.0006621642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002852175,"threshold_uncertainty_score":0.006807089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01270906267001775,"score_gpt":0.228732201955384,"score_spread":0.2160231392853663,"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."}}