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Jiakai Hao, Peng Gao, Liyuan Zhang, Tianxiang Hai, Yuting Li, Ming Jin, Yan Liu, Junyi Li, Shudi Zhang, Jundong Yang, Pengfei Yu, Fuhua Ge, Chaoxun Long, Haiyan Li, Hongsong Li, Hui Cheng, Ruotian Gao, Gaoyang Li, Hao Zhang, Zenan Yin, Xiaojing Lin, Xiaolong Zhao, Haifeng Zhang, Zhaohong Liu, Juan Cao, Jia Yu, Guowei Chen, Qiang He, M Li, Shilong Cai, Li Shen, Hao Tang, Lixiang Wang, Junliang Cai, Xing Cui, Yiqi Nie, Hongxing Kan, Juhe Sun, Na Mi, Li Wang, Yu Liu, Minjie Zhu, H.B. Li, Hongliang Zou, Mingxu Chen, Junhong Guo, Yining Niu, Xueqiu Zhang, Xingzuo Song, Xuewu Li, Lei Chen, Huabo Sun, Fan Zhang, Hongjun Zhou, Xiaobing Kuang, Xinyu Xia, Wenbin Zhu, Yang Zhang, Weibo Liu, Yuting Yuan, Ting Chen, Hui Tang, Liren Shao, Jun Liu, Zhenhua Yan, Dejing Wang, Yangyang Luo, Yuliang Shi, Shaoshuai Li, Zhengxu Tan, Liang Zhou, Yizhou Zhong, Zhen Yao, Pengxi Li, Ping Zhu, Wenjuan Li, Rrt Fn, Yibo Li, Hao Wang, Wanzhu Liu, Jie Huang, Wenjun Cai, Yang Xie, Jie Wu, Jiaquan Ye, Jie Zou, Jing Gao, Kaitao Cui, Cong Pang, Cheng Cheng, Zhejun Liu, Wenbin Huang, Yong Jiang, Tao Wu, Yuhong Li, Dewu Yang, Juan Du, Huifang Cai, Junying Wang, Xinyue Gai, Hui Li, Zhilin Shi, Hongli Jiang, Xuehui Ding, Baojun Tian, Yanlin Gu, Shuang Liu, Yanhui Tian, Xiaolin Ma, Jiaqi Lu, Xinhua Liu, Hailan Kuang, Zhixin Feng, Ligang Dang, Xuelei Wang, Tengfei Zhao, Rui Zhang, Jianxin Cao, Han Gu, Jingyi Yu, Jingyi Gan, Shutian Cai, Haipeng Song, Ruiliang Zhang, Bo Song, Xiang H.-F. Zhang, Daohua Zhu, Jiangtao Xu, Yajuan Guo, Yunxiao Sun, Shutian Song, Haipeng Zhang, Ruiliang Song, Jie Li, Weiqian Duan, Xiang Zheng, Jingyi Cai, Chenyuan Peng, Jiahao Yan, Tianfeng Chu, Yaping Li, Kun Yuan, Kaifeng Zhang, Xianglin Huang, Shufeng Jiao, Colorization With Gan, Yurong Lu, Yan Zhai, Lifang Yang, Yirui Wang, Xiangdan Hou, Yuequn Yang, Hongpu Liu, Zhengyan Cui, Junjun Zhang, Huijuan Ding, Giseop Noh, Hyun Park, Yuanyu Zhang, Yunqi Li, Dongzhi He, Mingkun Xue, Jiming Zheng, Rui Yan, Zengrui Qiu, Zhaozhen Chen, Junqing Yang, Hui Wang, Tianle Cui, Ruituo Huai, Manshan Lin, Zhongqing Liang, Hong Zhang, Yu Fang, Lei Yan, Ting Wang, Jiyuan Lin, Shaohong Jing, Jingxuan Zhang, Renkang Li, Zijian Wang, Huizhen Chen, Maoqiang Bai, Yang Bai, Xiaoxia Xing, Huiqing Liu, Zhuowen Zuo, Zhenbo Xu, Hualiang Fang, Fei Wang, Zikai Fan, Yan Li, Xu Lai, Liang Shi, Kun Qian, Lightweight Payload, Haozhi Liu, Jin Zhaojian, Wang Enbin, Jialin Xu, Qiongzhi Wu, Kai Wang, Hao Yan, Liang Cao, Jun Ma, X. F. Duan, Yuzhu Cao, Jing Lian, Bin Shi, Xuefeng Yang, Jie Zheng, Shucheng Wang, Ni Lei, Renjie Tong, Liwei Sun, Chunlin Li, Xu Zhang, Xuanye Zhou, Zhibin Su, Hui Ren, Guoliang Cheng, Jiang Xiong, Duanduan Chen, Zhiqiang Yao, Xu Xin, Ren Hui, W Yanpin, Hao Ren, Kunkun Li, Lihua Wu, Kaixuan Men, Huapeng Li, Baocheng Wang, Mingrui Liu, Xin Chen, Yanping Wu, Jiajia Zhu, Fan Chen, Ru Ma, Jikai Zhang, Mengyu Jia, Xiaoqi Lv, Xiaoying Wu, Yining Chen, Hongxia Deng, Yuliang Hu, Huiming Mu, Ying Li, Home Bookshelf, Kaiwen Wu, Wenshuo Kang, Yiming Li, Di Fan, Risheng Lv, Weibin Hou, Bin Du, Tianjing Zhang, Yun Bai, Jie Xu, Shida Xia, Jiadong Du, Ni Chen, Rong Wen, Shuying Ma, Ping Wang, Houzhi Liu, Rongkuan Ma, Qiang Wei, Donggang Yang, Chu Chen, Pinghong Ren, Xuan Wang, Lina Chen, Bian Hui, Ma Fanlin, Kai Guo, Guohe Li, Zheng Li, Xueliang Pan, Wangping Yin, Zhaoqing Wen, Xiaotong Yao, Shengsheng Li, Li Li, Jinjin Tu, Rui Jiang, Yue Yu, Xiaowei Du, Xuezhi Lv, Ronghua Zhang, Jingui Zhang, Chunlei Kou, Fenglin Sun, Qingli Wang, Xinyu Hu, Shiliang Chang, Tao Tan, Ke Zheng, Jiaming Zhang, Haiwen Wu, Hailin Gu, Wei Wang, Fen Liu, Linkun Zhao, Dian He, Xiangyuan Zeng, Jing Wu, Ruya Zhou, Maohai Li, Bing Bing Fan, Peiying Lin, Shiying Zhou, Guiyou Liang, Zhongxu Guan, Hongli Zheng, Huikai Yang, Hang Zhang, Bin Wu, Mingming Luo, Jianhua Huang, Xiyan Sun, Zhengyao Yu, Yixuan Wan, Zhihua Li, Chengshuai Li, Xinbing Ge, Yajie Wang, Hong Huang, Qingzhong Jia, Ximing Tao, Xue Han, Fei Gao, Yongjing Zhou, Weigang Zhu, Yonghua He, Yonggang Li, Tianyu Zhou, Chenjian Wu, Hong Chen, Minxin Chen, Jie Huang, Fulin Liang, Baichuan Zhang, Zonglei Mou, Zhaohua Ji, Chun-Xia Jia, Peng Wang, Zhang Jin, Zhang Ning, Yang Zou, Jiangcheng Wan, Binjie Wang, Jian Guo, Hua Chai, Lei Wang, Qing Xu, Haoran Peng, Yuanfa Ji, Xizi Jia, Qin Yan, Jingtao Shang, Bo Li, Lihua Gao, Mingming Dong, Yunli Liu, Xin Su, Tongping Shen, Zhonghua Zhan, Wei Zheng, Guodong Chen, Zhi Wang, Shiiqiang Liu, Honghai Zhu, Tubercle Bacilli, Yonghong Esrgan, Cheng Li, Jiangcheng Zhou, Binjie Wan, Xizhi Wu, Jinqiang Bai, Xiuhua Li, Fengqi Hao, Zeng Wei-peng, Cai Li-Sha, Lin Ermin, Peijian Xu, Zhanpeng Xu, Dan Peng, Chenyang Zhang, Zhiqing Huang, Shuqing Wang, Hong Yan, Funiu Shang, Jianming Xiao, Xiaomin Qin, Gang Wang, Yang Tian, He Chen, Yujian Tang, Li Yang, Ming Li, Bo Huang, Qian Zhang, Hu Che, Ruijun Liu, Weiguang Xu, Baohua Wang, Tianyu Sun, Shen Haixia, Yang Lanjuan, Jian Wang, Bochao Zhang, Haiyang Tang, Wei Xiong, Juezhe Wang, Wujun Meng, Yongkang Kong, Dapeng Wei, Fuping Yang, Chunhu Shang, Liguo Tian, Meng Li, Yuesong Wang, Xudong Cui, Han Han, Hanjiang Liu, Yaoping Luo, Buhua Chen, Shidong Hou, Jinqi Liu, Runze Wu, Xinmiao Wang, Jidong Liu, Haonan Wang, Xingyi Guan, Min Zhao
Bibliographic record
Venuenot available
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicDiverse Scientific and Economic Studies
Canadian institutionsC-Com Satellite Systems (Canada)
Fundersnot available
KeywordsTable (database)Computer scienceDatabase
Abstract
on cascaded chaotic map and staggered combination diffusion 239
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.097
Threshold uncertainty score0.139
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.006 | 0.004 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.903 | 0.867 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
Opus teacher head0.096
GPT teacher head0.213
Teacher spread0.117 · how far apart the two teachers sit on this one work
Validation status
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
Study designNot applicable
Domainnot available
GenreOther
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".
Quick stats
Citations0
Published2023
Admission routes1
Has abstractno