{"id":"W4223596402","doi":"10.3390/nano12081312","title":"Damage Accumulation Phenomena in Multilayer (TiAlCrSiY)N/(TiAlCr)N, Monolayer (TiAlCrSiY)N Coatings and Silicon upon Deformation by Cyclic Nanoindentation","year":2022,"lang":"en","type":"article","venue":"Nanomaterials","topic":"Metal and Thin Film Mechanics","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Russian Science Foundation","keywords":"Materials science; Nanoindentation; Composite material; Brittleness; Coating; Nucleation; Silicon nitride; Silicon; Crystallite; Nitride; Toughness; Fracture toughness; Layer (electronics); Metallurgy","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000717598,0.0002748706,0.0003548384,0.0002507441,0.000209451,0.0001359588,0.0001768613,0.0001218915,0.0006227641],"category_scores_gemma":[0.00004697258,0.000301049,0.00004987563,0.000260481,0.00001043848,0.0006453908,0.0001409744,0.0001388812,0.00005039203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002361863,"about_ca_system_score_gemma":0.0000159828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001376287,"about_ca_topic_score_gemma":0.00002218183,"domain_scores_codex":[0.9981082,0.0002002797,0.0006948636,0.0003074778,0.0003311689,0.0003579896],"domain_scores_gemma":[0.99945,0.00004234633,0.0001792105,0.0002182366,0.00003036777,0.00007983876],"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":[0.00006199384,0.00004238597,0.0001659703,0.00008325773,0.00001480476,0.000003269307,0.001866321,0.003326205,0.9913842,0.0001766416,0.0003130586,0.002561913],"study_design_scores_gemma":[0.0020987,0.0001403774,0.001667015,0.00003005093,0.00003804675,0.00002051592,0.0005379522,0.09922852,0.8879974,0.0006022886,0.007038414,0.0006006545],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99575,0.0001770797,0.0005288919,0.00002264993,0.002148433,0.0006373058,0.0001020434,0.000252263,0.0003813842],"genre_scores_gemma":[0.9987699,0.00004265385,0.0002199432,0.00008502787,0.0001392066,0.0001900878,0.0003795131,0.00005871537,0.0001149985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1033867,"threshold_uncertainty_score":0.9999442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01663981779868564,"score_gpt":0.2373504903677905,"score_spread":0.2207106725691049,"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."}}