{"id":"W2071777828","doi":"10.1002/sia.3234","title":"Investigation of electronic and atomic structure of tribofilms on the surface of cutting tools with TiAlCrSiYN and multilayer TiAlCrSiYN/TiAlCrN coatings during machining of hardened steels","year":2010,"lang":"en","type":"article","venue":"Surface and Interface Analysis","topic":"Metal and Thin Film Mechanics","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Materials science; X-ray photoelectron spectroscopy; Machining; Coating; Amorphous solid; Tool steel; Physical vapor deposition; Metallurgy; Composite material; Chemical engineering; Crystallography","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":[0.00008402904,0.0001803484,0.0001865263,0.0003002068,0.0001697736,0.0001937994,0.000189399,0.0003256882,0.0007891663],"category_scores_gemma":[0.0002296324,0.0001541445,0.0002037401,0.0001339304,0.0001903723,0.0001566038,0.00009857549,0.0001994283,0.0001064233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002244709,"about_ca_system_score_gemma":0.00006295575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009868391,"about_ca_topic_score_gemma":0.00115109,"domain_scores_codex":[0.9998829,0.000007824356,0.000003641052,0.00002303288,0.00005475087,0.00002781891],"domain_scores_gemma":[0.9998457,0.0000320355,0.00003658963,0.00001306486,0.00005748237,0.00001507724],"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":[0.00002933748,0.000003660998,0.0005223668,0.00001716112,0.000005166618,0.00004980332,0.0000386996,0.00006794115,0.9985896,0.00001278193,0.000009629069,0.0006540106],"study_design_scores_gemma":[0.00001030009,0.0002758149,0.06731952,0.000008557357,0.00002700522,0.0002440254,0.0001919633,0.002367728,0.928653,0.00002516618,0.000868697,0.000008266067],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990053,0.0001471434,0.0005055506,0.000005389456,0.000003021612,0.000003086916,0.00003946793,0.00001182542,0.0002794411],"genre_scores_gemma":[0.9990028,0.00004882569,0.0004214042,0.000005961674,0.000001522743,0.00000397219,0.00007366858,0.000007819749,0.0004340543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009868391,"threshold_uncertainty_score":0.002640009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008063153595401124,"score_gpt":0.200482987086594,"score_spread":0.1924198334911929,"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."}}