IJCM team gratefully acknowledges the contribution of following reviewers in preparation of Volume 46
Bibliographic record
Abstract
Aarón de Jesús Rosas Durazo, Mexico Aarthy Ramaswamy, India Aarya Serin Raju, India Abdul Basith, India Abhay Machindra Kudale, India Abhaya Indrayan, India Abhijit Das, India Abhilash Sood, India Abhishek Bhardwaj, India Abhishek Kumar, India Abhishek V Raut, India Adarsh Kohli, India Adarshjot Kaur Toor, India Agmasie Damtew Walle, Ethiopia Ahmed Muhye Seid, Ethiopia Ajanta Deuri, India Ajay Gupta, India Akanksha Sood, United Kingdom Akanksha Tomar, India Akhil Dhanesh Goel, India Akshaya Madhukeshwar Kibballi Madhukeshwar, India Alka Sehgal, India Alpana Mishra, N/A Aman Dev Dev Singh, India Amar Raj, India Amarnath Gupta, India Amit Arya, India Amit Kumar, India Amit Vishaws Nakanekar, India Amol R Dongre, India Amrin Shaikh, India Anand Krishnan, India Anand Mohan Dixit, India Ananda Krishna Gorantla, India André Pontes-Silva, Brazil Anekal C Amaresha, India Anil J. Purty, India Anil Kumar, India Anila Tresa Alukal, India Anirban Chatterjee, India Anish Sinha, India Anit Kujur, India Anjali Modi, India Anjali Rana, India Ankeeta Menona Jacob, India Ankit Chandra, India Ankit Sheth, India Ankita Chugh, India Anmol Gupta, India Annette d’Arqom, Indonesia Anshu Mittal, India Anuj Mundra, India Anuj Singh, India Anupam Parashar, India Anupam Singh, India Anusha Divvi, India Anusha S Hegde Medical Academy Rashmi, India Anusha Veera Bhadreshwara Doddoju, India Archisman Mohpatra, India Arden O’Donnell, United States Arkaprabha Sau, India Aroor Bhagyalaxmi, India Arshad Ayub, India Arun Singh, India Arun Kumar Sharma, India Arun Kumar Yadav, India Arun Kumar, India Aruna Marati Savanthe, India Arup Jyoti Rout, India Arvind Kumar Singh, India Arvind Kumar, India Arvind Mathur, India Ashish Bhalla, India Ashish Pundhir, India Ashok Kumar Dubey, India Ashok M Mehendale, India Ashwin Bromeo J, India Ashwini Subhash Dongre, India Atul Jaiswal, Canada Atul Kotwal, India Ayan Mitra, India Aymar Akilimali, Congo Ayush Lohiya, India Azad Khaledi Khaledi, Iran B Venkatashivareddy, India Balaji Sivaram Mahendran, India Balaji Susindran, India Basma Reem Ameer, India Bharat Choudhary, India Bhavesh V Modi, India Bhudev Chandra Das, India Bhushan Dattatray Kamble, India Bimal Kumar Sahoo, India Bishan Swaroop Garg, India Bussara Sangsawang, Taiwan C Azhagesan, India Canna Jagdish Ghia, India Catherine Eugine, India Chaitanya R Patil, India Chandrakant Lahariya, India Chandrasekhar Vallepalli, India Chandresh M. Pandya, India Chhaya Mittal, India Chitra Tomy, India Clarence J. Samuel, India D K Mangal, India Daksha Parmar, India Daniel Cohen Goldemberg, Brazil Debanti Giri, India Debasish Basu, India Debjani RP, India Debjyoti Mohapatra, India Deepak Kumar, India Deepak Saxena, India Deepak Narayan Tayade, India Deepanshi Saxena, India Deepthi R, India Devalina Goswami, India Devendra Gaur, India Dhanalakshmi V, India Dhananjay Kumar Singh, India Dhandapany Gunasekaran, India Dharma Raj, India Dhiraj Kumar Srivastava, India Dhiren Modi, India Dhriti Sundar Das, India Dhrubajyoti J Debnath, India Dhruvendra Pandey, India Dilip Kumar Das, India Dinesh prasad Sahu, India Dulce Gomes, Portugal Duraisamy Dhachinamoorthi, India Durga Prakash, India Eric David Ornos, Philippines Falguni Mistry, India Farhad Ahamed, India Fawwad Shaikh, India G Jahnavi, India Gajendra Kumar Gupta, India Garima Singh, India Garima Yadav, India Garry Kuan, Malaysia Gayatri Vishwakarma, India Geetu Singh, India Geomcy George, India George Kuttiparichel Kuttiparichel Varghese, India Girija Prabhakar Kartha, India Girish Chandra Baniya, India Gitismita Naik, India Gitumoni Bordoloi, India Gneyaa S Bhatt, India Gomathy Ramaswamy, India Gopal Krishana Bohra, India Grishma Dinesh Chauhan, India Gunjesh Kumar Singh, India Guru Deo, India Gurvanit Kaur Lehl, India H G Thakor, India Hanumanthappa Nandeesha, India Hardik Dineshbhai Desai, India Harsh Bakshi, India Himashree Bhattacharyya, India I Wayan Gede Artawan Eka Putra, Indonesia Indranil Saha, India Ishita Gupta, India Jagath Srinivas Pentakota, India Jarina Begum, India Jay Satia, India Jayanarayanan Kuttippurath, India Jenyz M Mundodan, India Jeya Kumar, India Jimmy Mansukhlal Kagathara, India Jithin Surendran, India JK Das, India JK Kosambiya, India John Flack, United States Johnson Cherian, India Joice Y Suba, India Jugal Kishore, India Juliana Lapa, Brazil Juliana Righetto Moserighetto Moser, Brazil Jyoti Bala, India K.C Guranani, India Kalaiselvan Ganapathy, India Kalpana M Kale, India Kalyani Ramesh Ingole, India Kamal Kant, India Kamlesh Jain, India Kamlesh Thakur, India Kapil Yadav, India Karthikeyan Shanmugam, India Kassaw Beyene Getahun, Ethiopia Katarzyna Weronika Binder Olibrowska, Poland Kavita Vasudevan, India Kavitha Rajsekar, India Kawaljit Kaur, India Keerthana Varma, India Kencana Sari, Indonesia Kengo Yokomitsu, Japan Keshia M Pollack Porter, United States Kinley Penjor, Bhutan Kiran Rade, India Kishore Yadav, India Kishore Kumar, India Kishore Yadav Jothula, India Komal Anand, India KR Thankappan, India Kranthi P, India Krishna Prakash Joshi, India Krishnapriya P, India Kritika Singhal, India Ksh Anand Singh, India Lalit Kumar, India Lena Charlette Stephen, India Lotheti Siva Siva Kumar, India M R Sathish Chandra, India Madhulekha Bhattacharya, India Madhur Verma, India Maha Sulaiman Younis, Iraq Mahesh Satija, India Mahtab Singh, India Malatesh Undi, India Malik Parmar, India Mallikarjun Krishna Biradar, India Mamta Rani, India Manasee Panda, India Maninder Pal Singh Palsingh Pardal, India Manish Chaturvedi, India Manish Patel, India Manish Patel, India Manivel Prakash, N/A Manju Bhashini, India Manju Dhandapani, India Manmeet Kaur, India Manoj Kumar Gupta, India Manoj Kumar Verma, India Mantu Jain, India Manu Raj Mathur, India Marie Gilbert Majella, India Marie-Pierre St-Onge, United States Marina Rajan Joseph, Australia Mausumi Basu, India Medha Mathur, India Meenakshi Khapre, India Meenu Kalia, India Meera George, India Meeta Ujjain, India Mihir P Rupani, India Mitasha Singh, India Mittal ChaturBhai Rathod, India Mohammad Shibly Khan, Saudi Arabia Mohammed Sarosh Ahmed, India Mohan Gurjar, India Mohd Maroof, India Mohd. Tauheed Ahmad, India Mohini Singh, India Molla Fentamew, Ethiopia Monika Sharma, India Monika Govindbhai patel, India Mukesh Parmar, India Mukhmohit Singh, India Mukul Maheshwari, India N Arlappa, India N. R. Masthi, India Najam Khalique, India Najmeh Shahini, Iran Nandini Chatterjee, India Nanjesh Kumar S, India Naresh R Makwana, India Naveen K H, India Neelam Anupama Toppo, India Neeraj Bedi, India Neeraj Pawar, India Neeraj Yadav, India Neha Mantri, India Neha Sharma, India Nidhi Prasad, India Nidhi Sood, India Nilanjana Ghosh, India Nilesh Patel, India Nitika Sharma, India Nitin Kapoor, India Olga Dyachenko, Angola Om Prakash Yadav, Canada P Aparnavi, India P Bharati, India P VP, India Palanivel Chinnakali, India Pankaj Bhardwaj, India Paragkumar Chavda, India Partha Haldar, India Pavithra H, India Phanindra Dulipala, India Pinaki Dutta, India Poonam Ramesh Naik, India Poova Ragavan V, India Prabhdeep Kaur, India Prabhjeet Kaur, India Pracheth Raghuveer, India Pradeep Kumar, India Pradyuman Verma, India Pragati Chhabra, India Pragyan Paramita Paramita Parija, India Prakash L Gattani, India Prakash V Kotecha, India Pranab Chatterjee, United States Prasad J Waingankar, India Prasad Tukaram Dhikale, India Praveena Daya A, India Prawin Kumar, India Preeja Prabharkar, Oman Preeti Sharma, India Preeti Solanki, India Prem Singh, India Prema Ramachandran, India Priti Solanky, India Pritish Baskaran, India Priya bansal, India Priya Ravindra Panicker, India Priya Deepa Lakshmi K, India Priyanka J Pawar, India Priyasha Panda, India PS Sajitha, India R Vishnuvardhan, India Rabbanie Tariq Wani, India Raghavendra P, India Rahul Pal, India Rajeev Kumar Malhotra, India Rajesh K Chudasama, India Rajib Dasgupta, India Rajindra Khanna, India Rajiv Kumar Gupta, India Rakesh Bahl, India Rakesh Kakkar, India Rakesh Kumar, India Rakesh P Suseela, India Ramadass Sathiyamoorthy, India Ramanarayana Boyapati, India Ramashankar Rath, India Ramniwas Kumar, India Ranakishor Pelluri, India Rangeel S Singh Raina, India Rashmi Agarwalla, India Rashmi Kumari, India Rashmi Sharma, India Ratnesh Sinha, India Ravi Rohilla, India Ravi Shankar, India Ravindra Mohan Pandey, India Ravish Haradanhalli, India Ravneet Kaur, India Rayna Sage, United States Richard Atkin, Austria Ritesh Singh, India Ritika Mukherjee, India Rivu Basu, India Roghaye Mostafai, Iran Rohan Jayasurya Sangam, India Rohitkumar V Ram, India Roy Arokiam Daniel, India Ruchi Jain, India Ruchu Kuthiala, India Rudresh Negi, India Rupinder Deol, India S CSI, India S K Kamate, India S R Niraula, Nepal Sahil Goyal, India Sai Mahesh Vajjala, India Samarth Mukesh Rabadiya, India Samiran Mondal, India Sampriti Samanta, India Samyak Shah, India Sandeep Kaur, India Sandip Kumar, India Sanjay Kalra, India Sanjeeta Dara, India Sanjivani Vishwanath Patil, India Sarika Kombade, India Sarit Sharma, India Sarita Gupta, India Sarita Rajbhar, India Sathiyanarayanan S, India Saumyendra Vikram Singh, India Saurabh RamBihariLal Shrivastava, India Sayanti Bandyopadhyay, India Sayed-Hamidreza Mozhgani, Iran SD Dutt Kandpal, India Seema Jain, India Senthilkumar Subramanian, India Shaheen B B Shaikh, India Sharmistha Bhattacherjee, India Shashank Shekhar, India Shibajee Debbarma, India Shikha Dwivedi, India Shikha Jain, India Shilpa Chatterjee, Korea South Shubha Bakkappa Davalagi, India Shweta Anand, India Siddhesh Zadey, India Sinthu Sarathamani Sarathamani Swaminathan, India Sinthusarathamani S, India Sirshendu Chaudhuri, India Sitikantha Banerjee, India Sivaranjini K, India SK Kumar Garg, India Smrati Jain, India Snehdeep Sarjerao Patil, India Solomon Salve, India Somnath Naskar, India Sonali Kar, India Sonia Puri, India Sonu Goel, India Soudarssanane Bala Manicassamy, India Soumendra Nath Ghosh, India Soumya Swaroop Sahoo, India Sreeja Manghat, India Sri Priya Narayanan, India Srikanth S, India Sruthi M Vijayan, India Sudharshini Subramaniam, India Sujita Kumar Kar, India Sukanya Rangamani, India Sukesh Das, India Suman Saurabh, India Sumedha Kesavan, India Sumit Unadkot, India Sumita Agrawal, India Sunaina T. Karna, India Suneeta S Chandorkar, India Sunhitha Velamala, India Sunil Lilani, India Sunitha Kandasamy, India Supriya Vijay Palwe, India Suraj Senjam, India Surya Bali, India Suthanthira Kannan, India Swaminathan Rajendran, India Swati Shikha, India Syam Sundar Junapudi, India Tanvir Kaur Sidhu, India Tarun Kumar Sarkar, India Tazean Zahoor Malik, India Thomas Vengail Chacko, India Timsi Jain, India TK Jena, India Tulika Goswami Mahanta, India U C C Samudyatha, India Uday Wasudevrao Narlawar, India Umamaheswari Kannan, India Umesh Kawalkar, India Utkarsh Sharma, India Vaishali Deepak Phalke, India Vartika Saxena, India Varun Vijay Gaiki, India Varuna Vyas, India Velavan A, India Vijay Gauttam, India Vijay Kumar Barwal, India Vijay Kumar Tiwari, India Vijay Prasad Barre, India Vikas Yadav, India Vikram Kumar Kumar Gupta, India Vikram Singh Rawat, India Vinay Kumari, India Vinoth K, Saudi Arabia Viral Ratnprakash Shah, India Vishnu Vardhan Yenuganti, India VS Nambiar, India Yasir Alvi, India Yi Jiang, China Yibekal Manaye, Ethiopia Yogesh Bahurupi, India Yogesh Kumar Jain, India Younes Zaheri, Iran Yvonne Peng Mei Ng, Singapore Zam Zuriyati Mohamad, Malaysia Zinaw Mesafint, Ethiopia
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 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.210 | 0.078 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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.
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; both teacher heads agree on what is shown here.
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".