{"id":"W3092092018","doi":"10.1016/j.jsamd.2020.09.014","title":"Toughening of ZrB2-based composites with in-situ synthesized ZrC from ZrO2 and graphite precursors","year":2020,"lang":"en","type":"article","venue":"Journal of Science Advanced Materials and Devices","topic":"Advanced ceramic materials synthesis","field":"Materials Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Graphite; Microstructure; Spark plasma sintering; Composite material; Fracture toughness; Composite number; In situ; Sintering","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":[],"consensus_categories":[],"category_scores_codex":[0.0009454388,0.0002445028,0.0008096763,0.0002198623,0.0001613971,0.0001972446,0.0004389646,0.00005120227,0.0000890254],"category_scores_gemma":[0.0002927934,0.0001745486,0.00003175,0.0003970645,0.001099951,0.001463492,0.0001114023,0.00007533081,0.000001482478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002602097,"about_ca_system_score_gemma":0.0001218947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003829661,"about_ca_topic_score_gemma":0.0000216552,"domain_scores_codex":[0.9977309,0.0001213982,0.0008444159,0.000421998,0.0005391084,0.0003421393],"domain_scores_gemma":[0.9978716,0.0004082661,0.001125494,0.0001650406,0.0002114949,0.0002180515],"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":[0.001027546,0.00003084766,0.001326247,0.0001420828,0.000006844968,0.00002001212,0.0007274972,0.0004727381,0.9953236,0.0001032851,5.754441e-7,0.000818732],"study_design_scores_gemma":[0.001048105,0.0003787984,0.007657032,0.0006471685,0.00003829637,0.00002154043,0.0006522366,0.00005514255,0.9885749,0.0006469738,0.00006644305,0.0002133445],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972638,0.0008686447,0.0009554501,0.0004090974,0.0002184211,0.0001761629,0.00004345361,0.0000193778,0.00004555651],"genre_scores_gemma":[0.9322382,0.0001407429,0.06735193,0.0001833699,0.00006313396,0.000004708832,8.416499e-7,0.00001630497,7.776807e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06639648,"threshold_uncertainty_score":0.7117886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009052448671848099,"score_gpt":0.2300996345758569,"score_spread":0.2210471859040088,"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."}}