{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009408412,0.0001853322,0.0002512677,0.00009417673,0.00003327808,0.00002092654,0.00008113062,0.0001032291,0.000003556531],"category_scores_gemma":[0.00002734936,0.0001342785,0.00001999688,0.0001863734,0.00002457216,0.0001182149,0.00001736911,0.00009267086,3.250578e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001738006,"about_ca_system_score_gemma":0.00001236867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000124059,"about_ca_topic_score_gemma":0.000008401639,"domain_scores_codex":[0.9993037,0.0000217733,0.0002770883,0.0001533791,0.00006222224,0.0001818535],"domain_scores_gemma":[0.9997473,0.00004291493,0.00003344849,0.0001297532,0.00002752438,0.00001906648],"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":[0.00001503145,0.00000613852,0.0001359767,0.0002321839,0.00001911916,3.595887e-7,0.0001394714,0.3915301,0.6070951,0.0007510432,3.457124e-7,0.00007519872],"study_design_scores_gemma":[0.0004845894,0.00002351684,0.0188817,0.0004548934,0.00002611316,0.000005856814,0.0001821584,0.01727318,0.9619932,0.0004795878,0.00001718771,0.0001780836],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861116,0.002367657,0.01063299,0.00007692613,0.000368947,0.0002961321,0.00001304702,0.0001276058,0.000005123766],"genre_scores_gemma":[0.9994226,0.0001443797,0.0002852617,0.000006352491,0.00001624754,0.00008549164,0.000007247389,0.00001832752,0.0000141532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3742569,"threshold_uncertainty_score":0.5475718,"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."}}