{"id":"W4409902571","doi":"10.1002/adem.202403024","title":"Revealing the Evolution in Microstructure and Mechanical Properties of Cam Tappet After Surface Texture Combination Nitriding Treatment Under Different Process Sequences","year":2025,"lang":"en","type":"article","venue":"Advanced Engineering Materials","topic":"Tribology and Lubrication Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"State Administration of Foreign Experts Affairs","keywords":"Nitriding; Materials science; Microstructure; Texture (cosmology); Metallurgy; Process (computing); Composite material; Artificial intelligence; Layer (electronics); Computer science","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":[0.0001015545,0.0002512198,0.0001884358,0.0002126005,0.0001126243,0.0001923117,0.000173495,0.0002387401,0.0009524748],"category_scores_gemma":[0.0001845025,0.0001309133,0.0001680615,0.0001880526,0.0001686071,0.0001540025,0.0001126067,0.000205445,0.0001634909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001752125,"about_ca_system_score_gemma":0.0001030419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001206805,"about_ca_topic_score_gemma":0.003594703,"domain_scores_codex":[0.9998778,0.00000621653,0.000006369604,0.00002953232,0.00005696919,0.00002309851],"domain_scores_gemma":[0.9998841,0.00001365924,0.00003560904,0.00001482548,0.00003836002,0.00001333089],"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":[0.00004257354,0.000004061553,0.0004414018,0.00002233918,0.000002879199,0.00004384821,0.0000192062,0.00008029992,0.9982744,0.00001443107,0.00001540662,0.001039099],"study_design_scores_gemma":[0.000004877934,0.0002462908,0.02579455,0.000003597226,0.0000142003,0.0001187063,0.00006811888,0.001356106,0.9716427,0.00001405272,0.0007279292,0.000008903049],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99844,0.0001668445,0.0007800855,0.000006045563,0.000006838816,0.000008325605,0.00007826746,0.00002374471,0.0004898539],"genre_scores_gemma":[0.9978464,0.0001066911,0.001095601,0.000008262575,0.000001739571,0.000009214159,0.0001248617,0.00001159854,0.0007956297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001206805,"threshold_uncertainty_score":0.003186345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00467430086874487,"score_gpt":0.2052354057168697,"score_spread":0.2005611048481248,"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."}}