Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The editors and Karger Publishers would like to thank the following reviewers for their ongoing support in reviewing manuscripts for Stereotactic and Functional Neurosurgery:Rushna Ali, Rochester, MN, USAFaisal Alotaibi, Riyadh, Saudi ArabiaRon L. Alterman, Boston, MA, USAPablo Andrade, Cologne, GermanyJosue Avecillas-Chasin, Omaha, NE, USAArturo Avendaño-Estrada, Mexico City, MexicoAnne Balossier, Marseille, FranceGordon H. Baltuch, New York, NY, USAJames Baumgartner, Orlando, FL, USAOliver Bichsel, Zurich, SwitzerlandSarah Kathleen Bick, Nashville, TN, USAPatric Blomstedt, Umeå, SwedenAlexandre Boutet, Toronto, ON, CanadaKim J. Burchiel, Portland, OR, USAStephan Chabardes, La Tronche, FrancePoodipedi Sarat Chandra, New Delhi, IndiaCletus Cheyuo, Toronto, ON, CanadaVolker Arnd Coenen, Freiburg, GermanyRobert J. Coffey, Thousand Oaks, CA, USARebeca Conde-Sardón, Valencia, SpainG. Rees Cosgrove, Boston, MA, USATerry Coyne, Brisbane, QLD, AustraliaArthur Cukiert, Sao Paulo, BrazilEmmanuel Cuny, Bordeaux, FranceBenjamin Davidson, Toronto, ON, CanadaEmmanuel De Schlichting, La Tronche, FranceDirk DeRidder, Dunedin, New ZealandChristian Dorfer, Vienna, AustriaParesh K. Doshi, Mumbai, IndiaNico Enslin, Cape Town, South AfricaLóránd Erőss, Budapest, HungaryAlfonso Fasano, Toronto, ON, CanadaOliver Flouty, Tampa, FL, USAAnton Fomenko, Toronto, ON, CanadaAndrea Franzini, Rozzano, ItalyJürgen Germann, Toronto, ON, CanadaEnrico Ghizoni, Campinas, BrazilAntónio Gonçalves-Ferreira, Lisbon, PortugalLain Hermes Gonzalez-Quarante, Pamplona, SpainCristina Gonzalez-Robles, London, UKMarc Guenot, Lyon, FranceMohammad Mehdi Hajiabadi, Heidelberg, GermanyMarwan Hariz, Umeå, SwedenKathryn Holloway, Richmond, VA, USAChristopher R. Honey, Vancouver, BC, CanadaGeorge M. Ibrahim, Toronto, ON, CanadaYoshiyasu Iwai, Osaka, JapanMartin Jakobs, Heidelberg, GermanyLora Kahn, New Orleans, LA, USASuneil K. Kalia, Toronto, ON, CanadaMichael G. Kaplitt, New York, NY, USAKostiantyn Kostiuk, Kyiv, UkraineJoachim K. Krauss, Hannover, GermanyVibhor Krishna, Chapell Hill, NC, USABornali Kundu, Columbia, MO, USAStefan Lang, Vancouver, BC, CanadaMonica Lara-Almunia, Madrid, SpainAdrian W. Laxton, Winston-Salem, NC, USAEmily Levin, Ann Arbor, MI, USADianyou Li, Donghai, ChinaAndres M. Lozano, Toronto, ON, CanadaDavid Mathieu, Sherbrooke, QC, CanadaJoseph S. Neimat, Louisville, KY, USAJakob Nemir, Zagreb, CroatiaSelcuk Peker, Istanbul, TurkeyRichard Penn, Chicago, IL, USAFabian Cesar Piedimonte, Buenos Aires, ArgentinaGaetan Poulen, Montpellier, FranceVedantam Rajshekhar, Vellore, IndiaAhmed M. Raslan, Portland, OR, USAJean Regis, Marseille, FrancePeter Christoph Reinacher, Freiburg, GermanySheila Riazi, Toronto, ON, CanadaMichele Rizzi, Milan, ItalyKarl Roessler, Vienna, AustriaPedro Roldan, Barcelona, SpainJohn D. Rolston, Boston, MA, USAPantaleo Romanelli, Winter Park, FL, USAJordi Rumià Arboix, Barcelona, SpainBertil Rydenhag, Gothenburg, SwedenBastian Elmar Alexander Sajonz, Freiburg, GermanyTakahiro Sanada, Hempstead, NY, USAStenio Abrantes Sarmento, Joao Pessoa, BrazilFranziska A. Schmidt, Toronto, ON, CanadaMichael Schulder, Lake Success, NY, USABhavya Shah, Dallas, TX, USAMarc Sindou, Lyon, FranceKonstantin V. Slavin, Chicago, IL, USAPhilip A. Starr, San Francisco, CA, USAScellig Stone, Boston, MA, USAIdo Strauss, Tel Aviv, IsraelTakaomi Taira, Tokyo, JapanJan Vesper, Düsseldorf, GermanyArtur Vetkas, Stockholm, SwedenOsvaldo Vilela-Filho, Goiânia, BrazilTatiana von Hertwig Fernandes de Oliveira, Curitiba, BrazilHarrison C. Walker, Birmingham, AL, USALutz Martin Weise, Halifax, NS, CanadaKazuaki Yamamoto, Fujisawa, JapanTakamichi Yamamoto, Hamamatsu, JapanAndrew Yang, Phoenix, AZ, USAAndrew Z. Yang, Toronto, ON, CanadaAjmal Zemmar, Louisville, KY, USALudvic Zrinzo, London, UK
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.
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 | 0.000 | 0.000 |
| 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 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it