{"id":"W3119142778","doi":"10.1016/j.ceramint.2021.01.103","title":"Combined role of SiC whiskers and graphene nano-platelets on the microstructure of spark plasma sintered ZrB2 ceramics","year":2021,"lang":"en","type":"article","venue":"Ceramics International","topic":"Advanced ceramic materials synthesis","field":"Materials Science","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Spark plasma sintering; Graphene; Microstructure; High-resolution transmission electron microscopy; Sintering; X-ray photoelectron spectroscopy; Transmission electron microscopy; Oxide; Ceramic; Composite material; Electron microprobe; Chemical engineering; Nanotechnology; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002299356,0.0002293698,0.0003594877,0.00009285461,0.00008636303,0.00008137655,0.0004904405,0.0001213793,0.001041563],"category_scores_gemma":[0.0002992691,0.0001883867,0.00009684238,0.0001255138,0.0003434744,0.0001250353,0.0002089801,0.000135321,0.00001225436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007974902,"about_ca_system_score_gemma":0.00007566775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002936195,"about_ca_topic_score_gemma":0.00002392857,"domain_scores_codex":[0.998309,0.0001124896,0.0005483342,0.0003931799,0.0004024698,0.0002345527],"domain_scores_gemma":[0.9983922,0.0003969278,0.0004198567,0.0004066737,0.0003317311,0.00005266953],"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":[0.0002482331,0.00007679714,0.0004436214,0.00003030182,0.00006703376,0.000006052244,0.0003723124,0.0004294496,0.9523156,0.04528605,0.00007084389,0.0006536706],"study_design_scores_gemma":[0.000598039,0.0000644366,0.001942639,0.00010178,0.00002330738,0.00004260812,0.0004404732,0.002210555,0.9752691,0.01848695,0.0006381797,0.0001818908],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952487,0.00006503696,0.0002141768,0.0006048505,0.001260066,0.0001600135,0.0005351673,0.00002784103,0.001884097],"genre_scores_gemma":[0.9964853,0.00009127925,0.002866486,0.0001888503,0.00007298708,0.000008592967,0.0000677593,0.00003052783,0.0001882117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0267991,"threshold_uncertainty_score":0.9998716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008241453561539032,"score_gpt":0.2190200237789701,"score_spread":0.2107785702174311,"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."}}