{"id":"W2078020373","doi":"10.1007/s11665-011-9947-7","title":"Analysis of WC/Ni-Based Coatings Deposited by Controlled Short-Circuit MIG Welding","year":2011,"lang":"en","type":"article","venue":"Journal of Materials Engineering and Performance","topic":"Advanced materials and composites","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"China Scholarship Council; Natural Sciences and Engineering Research Council of Canada; McGill University","keywords":"Materials science; Welding; Metallurgy; Scanning electron microscope; Gas metal arc welding; Electron backscatter diffraction; Heat-affected zone; Composite material; Optical microscope; Energy-dispersive X-ray spectroscopy; Microstructure","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003154471,0.0001886273,0.0007648383,0.0002501044,0.00005122046,0.00006186246,0.0001287188,0.00007098669,0.0000491915],"category_scores_gemma":[0.00001858309,0.0001617492,0.00009212734,0.0002019602,0.00001776684,0.0001870163,0.00001304405,0.00008292885,5.306678e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000020725,"about_ca_system_score_gemma":0.000007304068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001161951,"about_ca_topic_score_gemma":6.414919e-7,"domain_scores_codex":[0.9988481,0.00001524552,0.0007115455,0.00008515934,0.0001452582,0.0001946611],"domain_scores_gemma":[0.9994995,0.00004946197,0.0001861316,0.0001096164,0.00007922682,0.00007607001],"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":[0.0001963906,0.00001918839,0.001845204,0.0002521936,0.0003882712,0.000003748684,0.0001215501,0.08684465,0.9101082,0.000007646905,0.00001757399,0.0001953793],"study_design_scores_gemma":[0.0009108103,0.000170894,0.005549684,0.0001719047,0.0005002766,0.00001590332,0.000009194052,0.04470212,0.9477115,0.000002142106,0.0000595572,0.0001959819],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879125,0.0006776669,0.01079225,0.00000208336,0.0004088125,0.00007100891,0.00002125112,0.00004927275,0.00006520207],"genre_scores_gemma":[0.9976867,0.0002927047,0.001905674,0.000007883097,0.00006240624,0.000005587428,0.000006534689,0.00002685669,0.000005658639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04214253,"threshold_uncertainty_score":0.659594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009466852850228736,"score_gpt":0.1833805111139487,"score_spread":0.1739136582637199,"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."}}