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Record W4396517750 · doi:10.1007/s00062-024-01415-1

Outcomes with General Anesthesia Compared to Conscious Sedation for Endovascular Treatment of Medium Vessel Occlusions: Results of an International Multicentric Study

2024· article· en· W4396517750 on OpenAlexaff
Răzvan Alexandru Radu, Vincent Costalat, Michele Romoli, Basel Musmar, James E. Siegler, Sherief Ghozy, Jane Khalife, Hamza Salim, Hamza Shaikh, Nimer Adeeb, Hugo Cuellar, Ajith J. Thomas, Ramanathan Kadirvel, Mohamad Abdalkader, Piers Klein, Thanh N. Nguyen, Jeremy J. Heit, Robert W. Regenhardt, Joshua D. Bernstock, Aman B. Patel, James D. Rabinov, Christopher J. Stapleton, Nicole M Cancelliere, Thomas R. Marotta, Vítor Mendes Pereira, Kareem El Naamani, Abdelaziz Amllay, Stavropoula Tjoumakaris, Pascal Jabbour, Lukas Meyer, Jens Fiehler, Tobias D. Faizy, Helena Guerreiro, Anne Dusart, Flavio Bellante, Géraud Forestier, Aymeric Rouchaud, Charbel Mounayer, Anna Luisa Kühn, Ajit S Puri, Christian Dyzmann, Peter Kan, Marco Colasurdo, Gaultier Marnat, Jérôme Berge, Xavier Barreau, Igor Sibon, Simona Nedelcu, Nils Henninger, Takahiro Ota, Shogo Dofuku, Leonard L.L. Yeo, Benjamin Yong‐Qiang Tan, Anil Gopinathan, Juan Carlos Martínez-Gutiérrez, Sergio Salazar‐Marioni, Sunil A. Sheth, Leonardo Renieri, Carolina Capirossi, Ashkan Mowla, Lina Chervak, Achala Vagal, Priyank Khandelwal, Arundhati Biswas, Frédéric Clarençon, Mahmoud Elhorany, Kévin Premat, Iacopo Valente, Alessandro Pedicelli, Andrea Alexandre, João Pedro Filipe, Ricardo Varela, Miguel Quintero‐Consuegra, Nestor R. Gonzalez, Markus A. YMD, Jessica Jesser, Charlotte S. Weyland, Adrien ter Schiphorst, Vivek Yedavalli, Pablo Harker, Yasmin Aziz, Benjamin Gory, Christian Paul Stracke, Constantin Hecker, Monika Killer‐Oberpfalzer, Christoph J. Griessenauer, Cheng‐Yang Hsieh, David S. Liebeskind, Illario Tancredi, Robert Fahed, Boris Lubicz, Muhammed Amir Essibayi, Amanda Baker, David Altschul, Luca Scarcia, Erwah Kalsoum, Adam A. Dmytriw, Adrien Guenego

Bibliographic record

VenueClinical Neuroradiology · 2024
Typearticle
Languageen
FieldMedicine
TopicAcute Ischemic Stroke Management
Canadian institutionsOttawa HospitalUniversity of OttawaSt. Michael's Hospital
Fundersnot available
KeywordsPropensity score matchingMedicineSedationLogistic regressionModified Rankin ScaleAnesthesiaRetrospective cohort studyCohortSurgeryInternal medicineIschemic stroke

Abstract

fetched live from OpenAlex
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 imitation

Not 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)0.000
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.021
Threshold uncertainty score0.443

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.061
GPT teacher head0.402
Teacher spread0.341 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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

Citations34
Published2024
Admission routes1
Has abstractno

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