{"id":"W4323980367","doi":"10.1016/j.jmst.2022.12.071","title":"Outstanding high-temperature oxidation- and wear-resistance of WC based cermets","year":2023,"lang":"en","type":"article","venue":"Journal of Material Science and Technology","topic":"Advanced materials and composites","field":"Engineering","cited_by":54,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Cermet; Materials science; Ceramic; Cubic zirconia; Oxide; Brittleness; Composite material; Layer (electronics); Metal; Wear resistance; Work (physics); Transition layer; Metallurgy","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":[0.0002711658,0.00006004302,0.0001577154,0.0003002211,0.00006612715,0.00004485226,0.0001215617,0.0000567869,0.00001394869],"category_scores_gemma":[0.00005044243,0.00004742998,0.000007830857,0.00048894,0.0002073178,0.0001782998,0.00003635599,0.0000507368,6.80005e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001762721,"about_ca_system_score_gemma":0.00002434182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.767741e-7,"about_ca_topic_score_gemma":0.000001281507,"domain_scores_codex":[0.99948,0.000005241706,0.0001826201,0.00007191645,0.0001318329,0.0001283747],"domain_scores_gemma":[0.9997188,0.00001639895,0.00007727042,0.00006276267,0.00009402331,0.0000307528],"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":[0.00001447214,0.00000238955,0.0001003378,0.00003600324,0.000003310974,0.000007253814,0.00001514169,0.00007238519,0.9977719,0.001555592,0.00006248926,0.0003587032],"study_design_scores_gemma":[0.0001886068,0.00005553757,0.002064394,0.00006344124,0.000006091815,0.00001591959,0.00006277487,0.00006572373,0.9934191,0.003680572,0.0003227374,0.00005511708],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988816,0.00009741173,0.0000735568,0.0003993814,0.0004334298,0.00003130937,0.00000866526,0.00005157647,0.00002301064],"genre_scores_gemma":[0.9979971,0.0001609483,0.001782277,0.000006365512,0.00003850774,0.000001002216,3.945398e-7,0.000005074729,0.000008300758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004352837,"threshold_uncertainty_score":0.1934138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00329494535219904,"score_gpt":0.2002844796487222,"score_spread":0.1969895342965232,"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."}}