Bibliographic record
Abstract
We thank each of you for your essential role as reviewers for CANCER NURSING: An International Journal of Cancer Care. Your scholarly contributions in the form of reviews are the true backbone of high-quality science in a trustworthy form. Your expertise and commitment to furthering cancer nursing knowledge and research makes CANCER NURSING one of the premier journals in this field. Thank you! Inez Adams, PhD, United States Khaled Hussein Al Qawasmeh, MD, United Arab Emirates Tara A. Albrecht, PhD, ACNP-BC, United States Nagia Ali, PhD, RN, United States Majeda Afeef Alruzzieh, PhD, Jordan Suzanne Ameringer, PhD, RN, United States Sanchia Aranda, PhD, RN, Australia Ilknur Aydin Avci, PhD, Turkey Gülcan Bagcivan, PhD, Turkey Christina Baggott, PhD, RN, United States Jill M.G. Bally, PhD, RN, Canada Kinta Beaver, PhD, MRes, BA, RGN, DPSN, United Kingdom Stephenson J. Beck, PhD, United States Susan Beck, PhD, APRN, FAAN, United States Cynthia J. Bell, PhD, RN, United States Ann M. Berger, PhD, APRN, AOCNS, United States Stewart Michael Bond, PhD, RN, AOCN, United States Kelly Brassil, PhD, United States Meridith Clare Burles, PhD, Canada Lynn Calman, PhD, MPH, MRes, BSc, RN, United Kingdom Karen Campbell, MN, United Kingdom Mary Ann Cantrell, PhD, RN, CNE, FAAN, United States Patricia A. Carter, PhD, RN, CNS, United States Julia Challinor, PhD, the Netherlands Jane Dimmitt Champion, PhD, DNP, MA, FNP-BC, PMHCNS-BC, FAAN, United States Helen Chan, PhD, Hong Kong Raymond J. Chan, PhD, RN, FACN, GAICD, Australia Sally Chan, PhD, MSc, BSc, Australia Li-Lu Chang, DNP, Taiwan Ruth A. Chaplen, DNP, APRN BC, AOCN, United States Shu-Ching Chen, PhD, Taiwan Auxilia Chideme-Munodawafa, PhD, Zimbabwe Kathryn Ciccolini, RN, BSN, OCN, DNC, United States Margaret F. Clayton, PhD, APRN, United States Elisabeth Coyne, PhD, MN, BN, RN, RM, Australia Rebecca Crane-Okada, PhD, RN, CNS, AOCN, United States Deborah B. Crom, PhD, United States Patrick Crombez, MScN, Belgium Awni Awad Daibes, Master, Belgium Claudia Davis, PhD, United States Mary Elizabeth Davis, MSN, RN, CHPN, AOCNS, United States B. Joyce Davison, PhD, RN, Canada Suzanne Dickerson, DNS, RN, United States M. Joyce Dienger, PhD, RN, United States Sati Dil, PhD, Turkey Myrna A.A. Doumit, PhD, Lebanon Sigrunn Drageset, MSc, RN, Norway Michel Dubuisson, MD, Belgium Wendy Diane Duggleby, PhD, Canada R.K. Elswick, Jr, PhD, United States Jeanne M. Erickson, PhD, RN, AOCN, United States Angela Ethier, PhD, RN, United States Sara Faithfull, PhD, MSc, BSc (Hons), RN, United Kingdom Paz Fernandez-Ortega, PhD, MSc, RN, Spain Eva Marie Gallagher, PhD, China Jami S. Gattuso, MSN, United States Faith Gibson, PhD, United Kingdom Stephanie Gilbertson-White, PhD, ARNP, United States Pamela K. Ginex, EdD, MPH, RN, United States Barbara Given, PhD, RN, FAAN, United States Anne H. Gross, PhD, RN, United States Ayla Gursoy, PhD, Turkey Mary Ellen Haisfield-Wolfe, PhD, RN, United States Jill Bridgette Hamilton, PhD, RN, FAAN, United States Marilyn J. Hammer, DC, PhD, RN, United States Emily A. Haozous, PhD, RN, United States Janet Harden, PhD, United States May Aasebø Hauken, PhD, RN, Norway Sue P. Heiney, PhD, United States Verna L. Hendricks-Ferguson, PhD, United States Ingela Henoch, PhD, Sweden Denise Hershey, PhD, FNP-BC, United States Rachel Hirschey, PhD(c), United States Amy J. Hoffman, PhD, MSN, RN United States Lorraine F. Holtslander, PhD, RN, CHPCN(c), Canada Mary C. Hooke, PhD, United States Lili Hou, MD, China Fuchsia Howard, PhD, RN, Canada Chao-Pin Hsiao, PhD, United States Margaretha Jenholt Nolbris, PhD, Sweden Bonnie Jerome-D'Emilia, PhD, MPH, BSN, United States Mi Sook Jung, PhD, RN, Republic of Korea Sarah Hope Kagan, PhD, RN, United States Sukhpal Kaur, PhD, India Sultan Kav, PhD, RN, Turkey Jessica Keim Malpass, PhD, RN, United States Katherine Patterson Kelly, PhD, PCNS-BC, United States Hee-Ju Kim, PhD, Republic of Korea Monika Kirsch, MSc, RN, Switzerland Wendy Carter Kooken, PhD, RN, United States Linda U. Krebs, PhD, RN, AOCN, FAAN, United States Meinir Krishnasamy, PhD, Australia Cannas Kwok, PhD, Australia Robin M. Lally, PhD, RN, AOCN, CNS, United States Mark Lazenby, PhD, United States Haejung Lee, PhD, MSN, BSN, Republic of Korea Rebecca H. Lehto, PhD, United States Doris Y.P. Leung, PhD, Hong Kong Ho Cheung William Li, PhD, China Chia-Chin Lin, PhD, Taiwan Lauri A. Linder, PhD, APRN, CPON, United States Fengxia Liu, MD, RN, China Victoria Wochna Loerzel, PhD, United States Alice Yuen Loke, PhD, China Der-Fa Lu, PhD, United States Catherine Fiona Macpherson, PhD, RN, CPON, United States Belinda Mandrell, PhD, United States Johanna Elizabeth Maree, DCur, South Africa Mitsue Maru, DSN, RN, Japan Lisa McCann, PhD, MSc, BSc (Hons), United Kingdom Alexandra McCarthy, PhD, Australia Donna McCarthy Beckett, PhD, United States Deborah McGuire, PhD, RN, FAAN, United States Karen Dow Meneses, PhD, RN, FAAN, United States Usha Menon, PhD, RN, FAAN, United States Christine Miaskowski, PhD, RN, FAAN, United States Kim Mooney-Doyle, MSN, United States Ida (Ki) Marie Moore, DNS, United States Pei-Fan Mu, PhD, Taiwan Joshua Kanaabi Muliira, DNP, Oman Kittikorn Nilmanat, PhD, Thailand Anita Nirenberg, DNSc, MS, RN, CNP, AOCNP, United States Chinomso Ugochukwu Nwozichi, MSN, Nigeria Rana Fakhri Obeidat, PhD(c), United States Joakim Öhlén, PhD, Sweden Cecilia Olsson, PhD, Sweden Julie Otte, PhD, United States Dong Pang, PhD, RN, China Constantina Papadopoulou, PhD, MSc, BSN, United Kingdom Carly L. Paterson, PhD, RN, United States Elisabeth Patiraki, PhD, Greece Anat Peles Bortz, PhD, Israel Marlies E.W.J. Peters, MSc, RN, the Netherlands Jane Louise Phillips, PhD, RN, Australia Huibrie C. Pieters, PhD, RN, United States Maryjo Prince-Paul, PhD, APRN, AHPCN, United States Farhan Abdul Rauf, MD, PhD, MPH, Pakistan Susan M. Rawl, PhD, RN, United States Janice Reid, MA, United States Sheila H. Ridner, PhD, RN, United States Sheri Robb, PhD, United States Cheryl Rodgers, PhD, RN, CPNP, United States Carmen Rodriguez, PhD, ARNP, BC, AOCN, United States Janna C. Roop, PhD, RN, CHPN, United States Kathy Ruble, PhD, MSN, United States Tone Rustoen, PhD, RN, Norway Mohamad Mounib Saab, MSN, Ireland Juliano dos Santos, MD, PhD(s), RN, Brazil Marlon Garzo Saria, PhD, RN, AOCNS, FAAN, United States Inger Schou Bredal, PhD, Norway Memnun Seven, PhD, Turkey Alla Sikorskii, PhD, United States Sharleen H. Simpson, PhD, MA, MSN, BSN, ARNP, United States Vaughn Sinclair, PhD, United States Winnie K.W. So, PhD, RN, China Kristin Stegenga, PhD, United States Jennifer M.L. Stephens, PhD(c), MA, Canada Fan-Ko Sun, PhD, Taiwan Kay Sundberg, PhD, Sweden Chia-Chun Tang, MSN, United States Rachel M. Taylor, PhD, United Kingdom Sally Thorne, PhD, RN, FAAN, FCAHS, Canada Geng Tian, MD, China Cindy Tofthagen, PhD, United States Yun-Fang Tsai, PhD, Taiwan Argerie Tsimicalis, PhD, Canada April Hazard Vallerand, PhD, RN, FAAN, United States Janet H. Van Cleave, PhD, United States Deborah Volker, PhD, United States Sukesh Voruganti, PhD, United States Rachel K. Walker, PhD, RN, United States Deborah Kirk Walker, DNP, MSN, FNP-BC, NP-C, AOCN, United States David Peter Wall, PhD, Australia Judy Wang, PhD, United States Kwua-Yun Wang, PhD, Taiwan Qi Wang, China Elizabeth Susan Waxman, ANP-BC, United States Kate White, PhD, MN, Australia Krista Lynn Wilkins, PhD, Canada Arthur R. Williams, PhD, United States Susan Williamson, PhD, BSc, United Kingdom Daniela Wittmann, PhD, MSW, United States Roberta Lynn Woodgate, PhD, Canada Tsu-Yin Wu, PhD, RN, United States Horng-Shiuann Wu, PhD, United States Gwen K. Wyatt, PhD, RN, FAAN, United States Katherine A. Yeager, PhD, RN, United States Stacey Young-McCaughan, PhD, RN, United States Changrong Yuan, PhD, China
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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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.021 | 0.315 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.004 | 0.002 |
| Science and technology studies | 0.005 | 0.003 |
| Scholarly communication | 0.012 | 0.007 |
| Open science | 0.004 | 0.004 |
| Research integrity | 0.010 | 0.011 |
| Insufficient payload (model declined to judge) | 0.182 | 0.151 |
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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".