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Noble Kumari, A. Mohapatra, Xiaohong Cun, Ajay Bandi, Raparthi Aishwarya, Sumanth Singh, Mahesh Varma, G Mathivanan, T.M. Navinkumar, A. Antón, Anirudh Praveen, P Sasirekha, P.V. Gokila, C. Kalaivani, Zijuan Shi, Liang Zong, Gaofeng Luo, Mithila Shirgaonkar, Ashutosh Shinde, Pradnya Sankpal, Vitthal Gutte, Na Zhang, Qiyin Deng, Taixing Guan, Luan T. Huynh, Eui‐Nam Huh, Shobana Sugumar, N. Radhika, G. Revathy, Padmini Priya, R. Saranya, C. Ramchandran, Nagasai Mudgala Chinni, Sushma Sri Burramsetty, Deepika Satya, Riteesh Achnata, Aluri Kotturu, Na Sai, Akhil Reddy, Siva Rama, Krishna Kranthi, Lavanya Priya, Sreecharan Kolanupaka, Uma Maheshwari Ganta, Bhanu Prakash, Sirisha Yallanuru, Dual Construction, Double Encryption, Swapna Yenugula, Karthik Chithapuram, Hussain Shaik, Shyam Gajam, Nageswara Rao Atyam, Ramesh Babu, P. Ponmurugan, L. Sahaya Senthamil, Pius Augustine, Anand Govindarajan, Ayu Diah Adnya Nirmala, Aldred Christi, Sonali V. Shinkar, Dolly Thankachan, Himanshu Arora, Tanuj Manglani, Geetanjli Bakshi, Shikha Choudhary, Prateek Saurabh Shrivastava, Ashish Sharma, Kaur Channi, Ruchira Dixit, Amar Shinde, Thumuluru Kavitha Madhuri, Mahadev Rao, P Santosh, P Tejaswi, S Devendra, Harshit Singh, Pooja Dehraj, Pravesh Kumar, Rithin Varghese, Nandu Nagesh, Vyshnav Sasidharan, Abin Oommen, Centralization Digitalization, Md. Nasim, Shekh Abdullah-Al-Noman, Ahmed Khairul Hasan, Abdus Sattar, Naman Aggarwal, Pradyuman Aggarwal, Rahul Gupta, Harsh Mehta, Vijay Katkar, Niket Jain, Ojas Naik, Adithya Yalagoud, Prithiraj Bhuyan, P Manjula, Smriti Priya, V Jemin, Senthil Kumar, V Thirunavukkarasu, Ravi Kumar, R. Manikandan, V. Lakshmi Sree, Poulami Dutta, Chandan Kumar Bhattacharyya, Rohith Somisetty, V. Karthik, Srujan Marepally, M. Vinodhini, Yash S. Raval, Jay Gandhi, Nitin Pandya, Gnn Sangeetha, R. Manjuladevi, C. Sagana, B.S. Swarna Suruthi, S.S. Thejesvika, R. Vaibhav, Mohana Saranya, Y. S. Priya, G. Suresh, S Suhasini, S Benisha, G Gnanakumar, Dhruv Chandel, Kartik Bansal, Kunal Taneja, Kapil Sharma, Encryption Protocols, Sandesh Jain, Sarthak Pruthi, Vivek Yadav, S Vadivel, R. Jayakarthik, Siva Ganesh, K. Dhivya, V. Kannagi, M Rajkumar, N. Suriya, N. Manjunathan, Santhosh Girirajan, D. Jaganathan, V. Rekha, K. Kiran Kumar, K Bhavani, Srilakshmi Voddelli, K Sastry, R. Satya Prasad, Charles Rajesh, Vinod Kumar, Muhammad Majid, C. Narmadha, V. Hamsadhwani, R. Poonguzhali, T Kavitha, Anvita Singh, Hritik Saxena, S Shruthi, Joseph Joselin, J Sheela, Raghul Sudharsan, S Gowtham, S. Revathy, T. Bernatin, L. Mary Gladence, V. Maria Anu, Chandramohan Sangh, M Senthilkumaran, M. Sivakumar, K Yuneela, M. Pyingkodi, K. Thenmozhi, M. Karthikeyan, K. Nanthini, A. J. Martin, Praveen Deepak, K. Jegan, Vishnu Sanjana, P. Vigneswari, Abinaya Inbamani, A. Siva Sakthi, Ibrahim Kader, G. Emayavaramban, M. Siva Ramkumar, A. Amudha, S. Divyapriya, P. Nagaveni, Tithil Dubey, Mohammad Afzal Hossain, Khwaja Hossain, Mohammad Shihab Hossain, Design Of, Iot Based, Weather Monitoring, System Mehedi, Hasan Anik, Mozammal Haque, Rabbi Fazla, Mohammad Sajid, Siddhartha Mohammad, Tapesh Bhowmick, Zaman Shovon Uz, Mohammad Raqibul Hasan Siddique, Sumanta Khan, Baixiang Fan, Yin Bo, Xuezhen Chen, J. Prasanna, M. Kumar, Chella Santhosh, Aswin Kumar, P. Kasulu, Nagendran Gowrishankar, S. Vijayachitra, S. Arunkumar, K. Kaviya, R Madhumitha, Iot Manibabu, M. Lakshmi, Aswin Padmanaban, Yan Cai, Xianghua Bao, Venkata Naga, Sai Kamisetty, Sohan Bodapati, S Chidvilas, P. Revathy, V Jeyanthi, L Anu, K. Kalaivani, C.S. Kanimozhiselvi, Vani Rajasekar, S. Gowri, John Wilifred, Y. Bevish Jinila, Md Rnn-Lstm, M. A. Aziz, Proapa Islam, Samiha Munshi, Mohammad Samshi, M. Ramalingam, P. Yogavelu, S Yamuna, M Siddarth, Shubham Kumar Sinha, Sachin Yadav, Bindu Verma, G. Malarselvi, A. Serma Saravana Pandian
Bibliographic record
Venue2022 6th International Conference on Computing Methodologies and Communication (ICCMC) · 2022
Typearticle
Languageen
FieldMedicine
TopicRetinal Imaging and Analysis
Canadian institutionsArtificial Intelligence in Medicine (Canada)
Fundersnot available
KeywordsTable (database)Computer scienceDatabase
Abstract
No abstract in any covered source. Its absence is recorded, not treated as a negative.
No abstract. This is not a gap in this database; OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.
How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.674
Threshold uncertainty score0.625
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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 head0.261
GPT teacher head0.423
Teacher spread0.162 · 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; a candidate call from one teacher head, not a consensus.
The models applied no category: nothing in the taxonomy fit this work.
Study designSimulation or modeling
Domainnot available
GenreEmpirical
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
Published2022
Admission routes1
Has abstractno