{"id":"W4313321146","doi":"10.32920/21740801.v1","title":"Nanoceramics: Synthesis, Characterization, and Applications","year":2022,"lang":"en","type":"preprint","venue":"","topic":"MXene and MAX Phase Materials","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of New Brunswick","funders":"","keywords":"Materials science; Machinability; Superplasticity; Crystallinity; Toughness; Ceramic; Characterization (materials science); Composite material; Grain boundary; Metallurgy; Microstructure; Nanotechnology","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":[0.0002676178,0.0002029765,0.0001676387,0.0004001191,0.0001858072,0.0004721905,0.000233141,0.0003406149,0.002596461],"category_scores_gemma":[0.0003903107,0.0001163548,0.000112686,0.0002910452,0.0001817117,0.0004643998,0.0001467725,0.0002985718,0.0009441081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004730418,"about_ca_system_score_gemma":0.0002661288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005652749,"about_ca_topic_score_gemma":0.000911689,"domain_scores_codex":[0.9998467,0.000006226519,0.00001202766,0.00005097296,0.00007464568,0.000009481349],"domain_scores_gemma":[0.9998832,0.00001898435,0.00002286068,0.00001871432,0.0000445392,0.00001166455],"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":[0.00009643488,0.00003794813,0.0004445847,0.0002687634,0.000008274752,0.0000780369,0.00006938773,0.0002718996,0.9311674,0.003279291,0.002949877,0.06132796],"study_design_scores_gemma":[0.00001020508,0.0001086468,0.00164339,0.00001915636,0.000008884117,0.000329405,0.00002089011,0.001154065,0.9279757,0.0006171409,0.06810197,0.00001056123],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.6568686,0.09012692,0.1610237,0.002494958,0.001092206,0.001139272,0.008365894,0.002548346,0.07634006],"genre_scores_gemma":[0.8791875,0.01282179,0.07673125,0.0004430423,0.0001311649,0.0002814419,0.002401431,0.0002742412,0.02772821],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.002596461,"threshold_uncertainty_score":0.008686066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01647446287183055,"score_gpt":0.2583942088302909,"score_spread":0.2419197459584603,"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."}}