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Record W4307462888 · doi:10.1016/j.jhsg.2022.09.006

The Combination of Fractional Tendon Lengthening and the Wide Awake, Local Anesthesia, No Tourniquet Technique for Secondary Tendon Reconstruction

2022· article· en· W4307462888 on OpenAlexaboutno aff
Peter Y. W. Chan, Anna Gréen, Alta Fried, John A. Chao, Caroline M. Moore, Ajul Shah

Bibliographic record

VenueJournal of Hand Surgery Global Online · 2022
Typearticle
Languageen
FieldMedicine
TopicOrthopedic Surgery and Rehabilitation
Canadian institutionsnot available
Fundersnot available
KeywordsTourniquetTendonMedicineAnesthesiaLocal anesthesiaSurgery

Abstract

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Rupture is a major concern after primary flexor tendon repair. The predominant treatment for rupture of the primary repair is immediate surgical exploration and repeat repair. However, repeat repair is challenging, including achieving ideal tension in the flexor mechanism. Further, immediate repeat repair is associated with poor outcomes, particularly in the small finger. As such, there is a need to improve both the technique and outcomes of repeat repair of primary flexor tendon rupture. We present a case of primary flexor tendon repair rupture treated with a novel combination of fractional tendon lengthening and the wide awake, local anesthesia, no tourniquet technique. A combination of these techniques has multiple benefits. An intraoperative, dynamic assessment of the digits enables immediate optimization of the repair. Further, these techniques allow for better intraoperative patient education and communication, increasing the likelihood of adherence to postoperative therapy and better overall outcomes. Rupture is a major concern after primary flexor tendon repair. The predominant treatment for rupture of the primary repair is immediate surgical exploration and repeat repair. However, repeat repair is challenging, including achieving ideal tension in the flexor mechanism. Further, immediate repeat repair is associated with poor outcomes, particularly in the small finger. As such, there is a need to improve both the technique and outcomes of repeat repair of primary flexor tendon rupture. We present a case of primary flexor tendon repair rupture treated with a novel combination of fractional tendon lengthening and the wide awake, local anesthesia, no tourniquet technique. A combination of these techniques has multiple benefits. An intraoperative, dynamic assessment of the digits enables immediate optimization of the repair. Further, these techniques allow for better intraoperative patient education and communication, increasing the likelihood of adherence to postoperative therapy and better overall outcomes. Restoration of previously normal function after a flexor tendon injury is difficult. A major concern is repair rupture.1Dowd M.B. Figus A. Harris S.B. Southgate C.M. Foster A.J. Elliot D. The results of immediate re-repair of zone 1 and 2 primary flexor tendon repairs which rupture.J Hand Surg Br. 2006; 31: 507-513Crossref PubMed Scopus (41) Google Scholar Immediate re-repair of the rupture often yields the best results.1Dowd M.B. Figus A. Harris S.B. Southgate C.M. Foster A.J. Elliot D. The results of immediate re-repair of zone 1 and 2 primary flexor tendon repairs which rupture.J Hand Surg Br. 2006; 31: 507-513Crossref PubMed Scopus (41) Google Scholar,2Elliot D. Giesen T. Treatment of unfavourable results of flexor tendon surgery: ruptured repairs, tethered repairs and pulley incompetence.Indian J Plast Surg. 2013; 46: 458-471Crossref PubMed Scopus (10) Google Scholar However, re-repair comes with multiple challenges, including making the repair too tight, which hinders the digit extension and may impact patient quality of life. One method to relieve the excess tension is a z-plasty lengthening of the flexor tendon; however, there is little literature on its use in the hand/wrist.3Le Viet D. Flexor tendon lengthening by tenotomy at the musculotendinous junction.Ann Plast Surg. 1986; 17: 239-246Crossref PubMed Scopus (38) Google Scholar Additionally, re-repair has been associated with poor outcomes in the little finger, further highlighting the need to improve overall treatment.1Dowd M.B. Figus A. Harris S.B. Southgate C.M. Foster A.J. Elliot D. The results of immediate re-repair of zone 1 and 2 primary flexor tendon repairs which rupture.J Hand Surg Br. 2006; 31: 507-513Crossref PubMed Scopus (41) Google Scholar,2Elliot D. Giesen T. Treatment of unfavourable results of flexor tendon surgery: ruptured repairs, tethered repairs and pulley incompetence.Indian J Plast Surg. 2013; 46: 458-471Crossref PubMed Scopus (10) Google Scholar,4Elliot D. Primary flexor tendon repair–operative repair, pulley management and rehabilitation.J Hand Surg Br. 2002; 27: 507-513Crossref PubMed Scopus (112) Google Scholar We present the combination of fractional tendon lengthening (FTL) and the wide awake, local anesthesia, no tourniquet (WALANT) technique to achieve ideal tension and successful re-repair of primary flexor tendon rupture. All procedures followed were in accordance with the ethical standards of the responsible committee on human experimentation (institutional and national) and with the Helsinki Declaration of 1975, as revised in 2008. A 24-year-old man presented with a right-hand laceration due to a table saw injury (Fig. 1A). The patient was unable to actively flex the small finger distal and proximal interphalangeal joints. Surgical exploration under WALANT conditions revealed lacerated flexor digitorum profundus (FDP) and flexor digitorum superficialis (FDS) tendons. Moreover, there were nerve lacerations, which were repaired with a cadaveric allograft. The lacerated tendons were repaired using a 6-strand M-Tang configuration with 4-0 sutures (Supramid) followed by 6-0 Prolene epitendinous sutures (Ethicon) circumferentially. The A1 pulley was released to improve tendon gliding without impedance. Intraoperatively, the patient demonstrated full range of motion (ROM) without tendon gapping (Video 1 [available on the Journal’s website at www.jhsgo.org]). The patient was enrolled into the St. Johns early active ROM protocol. At the 3-week follow-up, he had the independent function of his small finger FDP and FDS tendons. At the 10-week follow-up, he confirmed a successful repair (Fig. 1B, C; Video 2 [available on the Journal’s website at www.jhsgo.org]). At 11 weeks after surgery, the patient presented for the re-evaluation of the right small finger after feeling a popping sensation when opening a car door. The patient explained that he had not been complying with his restrictions and was participating in heavy manual labor shortly after the repair. On examination, the patient was unable to actively flex the distal and proximal interphalangeal joints of the right small finger as at his initial presentation (Video 3 [available on the Journal’s website at www.jhsgo.org]). Using the WALANT technique, a surgical exploration under local anesthesia revealed an intact FDS tendon but a ruptured FDP tendon (Fig. 2). The FDP tendon edges were debrided and repaired by the 6-strand M-Tang technique using 3-0 core sutures (Supramid) and 6-0 Prolene epitendinous sutures (Ethicon). Intraoperatively, immediately after the repair, the patient was unable to achieve full active extension of the small finger, suggesting that the repair was too tight (Fig. 3; Video 4 [available on the Journal’s website at www.jhsgo.org]). Fractional lengthening of the musculotendinous junction of the FDP and FDS tendons to the small finger was undertaken to relieve this tension (Fig. 4). The palmaris tendon was also harvested and used as an augmentation to the FDP repair. Specifically, the palmaris tendon was used as a spiral wrap around the primary coaptation site and sutured to the FDP repair. Immediately after FTL, the patient demonstrated a full active ROM of the small finger with no evidence of tendon gapping or unsmooth gliding (Fig. 5; Video 5 [available on the Journal’s website at www.jhsgo.org]). His 16-week follow-up confirmed a successful re-repair with a full active ROM in the right little finger (Fig. 6; Video 6 [available on the Journal’s website at www.jhsgo.org]). Twelve months after the re-repair, the patient was fully satisfied with the reconstruction. He returned to all preinjury activities, including heavy manual labor. The total active motion was 266°, with a full ROM at the metacarpophalangeal joint and 2° loss of motion at the distal and proximal interphalangeal joints.Figure 3Re-repair of the FDP tendon was undertaken with the WALANT technique. A An intraoperative assessment revealed that the patient was able to achieve full active flexion in the right little finger. B However, the repair was too tight, as demonstrated by an inability to achieve full active extension.View Large Image Figure ViewerDownload Hi-res image Download (PPT)Figure 4A schematic diagram demonstrating the FTL technique. A The repair was initially too tight. B However, fractional lengthening at the musculotendinous junctions of the FDP and FDS to the small finger restored correct tension and allowed for a full active extension.View Large Image Figure ViewerDownload Hi-res image Download (PPT)Figure 5Fractional lengthening of the musculotendinous junction of the FDP and FDS tendons to the small finger restored ideal tension in the flexor mechanism, as demonstrated intraoperatively by full active A flexion and B extension.View Large Image Figure ViewerDownload Hi-res image Download (PPT)Figure 6The 16-week follow-up after the re-repair demonstrated a successful repair with full active A extension and B flexion in the right little finger.View Large Image Figure ViewerDownload Hi-res image Download (PPT) We present our experience with FTL and WALANT technique as a method to achieve successful re-repair of primary flexor tendon rupture. Fractional tendon lengthening consists of making multiple small tenotomies at the musculotendinous junction of tendons within the forearm to restore the balance between the flexor and extensor muscles. The technique has been used with good results to treat hand/wrist flexion contracture.3Le Viet D. Flexor tendon lengthening by tenotomy at the musculotendinous junction.Ann Plast Surg. 1986; 17: 239-246Crossref PubMed Scopus (38) Google Scholar,5Page C.M. An operation for the relief of flexion-contracture in the forearm.J Bone Joint Surg. 1923; 5: 233-234Google Scholar,6Sharma P. Swamy M.K. Results of the Max Page muscle sliding operation for the treatment of Volkmann’s ischemic contracture of the forearm.J Orthop Traumatol. 2012; 13: 189-196Crossref PubMed Scopus (9) Google Scholar Recently, Ayhan et al7Ayhan E. Tuna Z. Oksuz C. Getting better results in flexor tendon surgery and therapy.Plast Reconstr Surg Glob Open. 2021; 9e3432Crossref PubMed Scopus (13) Google Scholar described the use of FTL in the initial repair of flexor tendon injury. However, as far as the authors are aware, there is no literature on the use of FTL to treat the rupture of primary flexor tendon repair. The WALANT technique has been successfully used in various hand procedures, including flexor tendon repair.8Lalonde D.H. Wide-awake flexor tendon repair.Plast Reconstr Surg. 2009; 123: 623-625Crossref PubMed Scopus (88) Google Scholar There are multiple reported benefits of the technique. Studies have found that the WALANT technique allows for greater efficiency and reduced costs.9Leblanc M.R. Lalonde J. Lalonde D.H. A detailed cost and efficiency analysis of performing carpal tunnel surgery in the main operating room versus the ambulatory setting in Canada.Hand (N Y). 2007; 2: 173-178Crossref PubMed Scopus (166) Google Scholar Further, the technique allows for active, intraoperative assessment of the hand/fingers, potentially reducing postoperative complications such as rupture or tenolysis.10Lalonde D. Decreasing tendon rupture and tenolysis with wide awake surgery.BMC Proc. 2015; 9: A66Crossref Google Scholar The physician can also demonstrate appropriate ROM and emphasize the importance of adherence to postoperative therapy protocols to the awake patient during the procedure.10Lalonde D. Decreasing tendon rupture and tenolysis with wide awake surgery.BMC Proc. 2015; 9: A66Crossref Google Scholar We describe a previously unreported combination of FTL and WALANT technique to achieve successful re-repair after rupture of primary flexor tendon repair. These 2 techniques, in combination, allowed for a successful surgery, despite the difficulties associated with flexor tendon re-repair, especially in the little finger.1Dowd M.B. Figus A. Harris S.B. Southgate C.M. Foster A.J. Elliot D. The results of immediate re-repair of zone 1 and 2 primary flexor tendon repairs which rupture.J Hand Surg Br. 2006; 31: 507-513Crossref PubMed Scopus (41) Google Scholar,2Elliot D. Giesen T. Treatment of unfavourable results of flexor tendon surgery: ruptured repairs, tethered repairs and pulley incompetence.Indian J Plast Surg. 2013; 46: 458-471Crossref PubMed Scopus (10) Google Scholar,4Elliot D. Primary flexor tendon repair–operative repair, pulley management and rehabilitation.J Hand Surg Br. 2002; 27: 507-513Crossref PubMed Scopus (112) Google Scholar The WALANT technique allowed us to evaluate the repair quality and active movement in the hand intraoperatively via a dynamic, active assessment. As a result, the initial tightness of the re-repair was immediately identified and resolved intraoperatively via FTL. Without the WALANT technique and intraoperative assessment, the repair tension would likely have gone unnoticed, required a later follow-up procedure, or led to permanent morbidity and a suboptimal outcome. The combination of FTL and WALANT technique demonstrates the potential to improve outcomes of re-repair of primary flexor tendon ruptures; nevertheless, further studies on this topic are needed. Further, the WALANT technique enabled us to better educate the patient on his limitations after the re-repair. Patient noncompliance has been cited as a major cause of primary flexor tendon repair rupture, and better patient education is vital to re-repair success.2Elliot D. Giesen T. Treatment of unfavourable results of flexor tendon surgery: ruptured repairs, tethered repairs and pulley incompetence.Indian J Plast Surg. 2013; 46: 458-471Crossref PubMed Scopus (10) Google Scholar Although the importance of postoperative therapy and adherence to limitations were explained during the patient’s first procedure, they were potentially not sufficiently emphasized. As a result, the patient engaged in heavy-labor activities shortly after the repair, which may have led to the rupture. The WALANT technique allowed our patient to be awake during the salvage procedure, enabling the surgeon to fully emphasize the expected limitations after surgery and the reasoning behind them, improving patient understanding and compliance. We have also successfully used FTL and WALANT technique with digit widget dynamic external fixation and tenolysis for 2 additional patients with flexion contracture after primary tendon repair. Both patients demonstrated considerable improvements in active extension, overall total active ROM, and functional capacity, allowing a return to higher-level activities. This further highlights the strength of this technique in secondary tendon reconstruction. In this study, we chose to use the palmaris tendon as augmentation to repair the re-ruptured FDP tendon. It should be noted that the palmaris tendon can also be used as an interposition graft to address the initial tension issue during digit extension. However, we chose not to pursue this technique because we found that FTL under WALANT conditions can be used to fine-tune and achieve the exact balance in the flexion-extension mechanism more easily. The WALANT technique and FTL demonstrate potential as a combined technique. However, certain factors must be considered before using them. An appropriate patient population is required; patient anxiety about being awake during the procedure can be a contraindication for the WALANT technique. Additionally, location should be considered when attempting FTL. Undergoing FTL proximal to any lumbrical origin poses a risk of the quadriga effect. We thank Jeannine Sico, RN, for the preparation of the technique’s schematic diagram. eyJraWQiOiI4ZjUxYWNhY2IzYjhiNjNlNzFlYmIzYWFmYTU5NmZmYyIsImFsZyI6IlJTMjU2In0.eyJzdWIiOiJlOTczNmEwMjAxNmViZjJmMGVmOWU3ZmIzZjI5ODZmZiIsImtpZCI6IjhmNTFhY2FjYjNiOGI2M2U3MWViYjNhYWZhNTk2ZmZjIiwiZXhwIjoxNjk0ODIwMjExfQ.heHIT0tEzfZYqbGmmdbSLGSvW-c8aMUMFArf9uMXvcGLOALhIjKo7NYMtw5iZ8Xsg_S11dhB6FNpJS0bpYz0Sy9i6aC1DcYohQsie3-i5hvCtF1IaFZlg9WR5yHCgJOPFFO6ipFPi7NAQGfDdvdEU9wXdSi1v8mITw-5I4EQIp6XD1_9GnN0KsmLYxmBLHT36V0z3w4Ok6H2hpQhAlOR6f9KUnXGqZ2Z1m7qI9-HLHkBLDoT4sW9T--fsH6H8RvzNMro1exL4YgYoOpEDDIGBmuMAkrkzKfzqf6v4e5s5zwW30IKIuWayeaoBFZFyuN53RzVmd3wEMKSEoszTlFGaA Download .mp4 (1.72 MB) Help with .mp4 files Video 1A 24-year-old male presented with laceration of the FDP and FDS tendons in the right little finger secondary to a saw injury. The patient underwent repair of the FDP and FDS tendons under wide awake, local anesthesia, no tourniquet (WALANT) conditions. Intra-operative dynamic assessment demonstrated a successful repair with full active flexion and extension in the digit with no tendon gapping.eyJraWQiOiI4ZjUxYWNhY2IzYjhiNjNlNzFlYmIzYWFmYTU5NmZmYyIsImFsZyI6IlJTMjU2In0.eyJzdWIiOiJkZjEwMTVkM2I3YTdhODJmNzE1OTEwY2M2MzhjMGNmMyIsImtpZCI6IjhmNTFhY2FjYjNiOGI2M2U3MWViYjNhYWZhNTk2ZmZjIiwiZXhwIjoxNjk0ODIwMjExfQ.WFbPPX0qIXI4Pjs9kFZQxxUXTxc7oJIvWvQHzIGx4SACV7H4UsFd7TeiYbg3Za_pv6qEzu26Fl8NDEXAfmZdEhrgx_ipceCQX5a4v5sRo9ib3CzcQdQFQT3hpOqOsa9EyJA6dufzu8cu15Mda8Bver4XTFxHute2Eb49uoLuk3MapTJxvWVzGhDUIIHAgWu69uivoEptFgzndzJRIVLAUYNes-1bxn2wgrxuNpQpQgFD1V__fok2xIA5w8SJc6_GhcRfQ--b2Pwi-kCCoNYUbpNmf3TAVyVdV2H-q_KLjCpDLMxICXHBHMG8mYX249BMJeUxDJORk2jBhYowi6RrSg Download .mp4 (2.48 MB) Help with .mp4 files Video 210-week post-operative follow-up after primary repair of the lacerated right little finger FDP and FDS tendons. The patient was able to achieve full active flexion and extension.eyJraWQiOiI4ZjUxYWNhY2IzYjhiNjNlNzFlYmIzYWFmYTU5NmZmYyIsImFsZyI6IlJTMjU2In0.eyJzdWIiOiJhZmI3NDFlYWY3YzRlN2JhNTM3MTE5YTQyMWE5MWFhZiIsImtpZCI6IjhmNTFhY2FjYjNiOGI2M2U3MWViYjNhYWZhNTk2ZmZjIiwiZXhwIjoxNjk0ODIwMjExfQ.o3V7pThvno3Qig1j2si-KgqwQzKB6B7VxMQFbWFPz9Jlm9kYsTtjC__LShdcOG0_yTi60TVEqleXQE5imSIw0DrRD16T23NNbRVsSsK7R_b7N2yQsbqeYqHL86o3AEyveFbsxprAwVVXwVgeVp1zX1nuJGYUBtr_uKLCLEM4GEh8CnbG76J6CMFBekg1lQE7DoowATNlFRWNts1Vw2EZSlaHCO0nD4LkQ7ERaLMD2-2jF6Zd_Ogrw0IxAyvvYG03PvRhWsnsnWkZYN0dcPiO--SSTIIj3l1B7mF7gNcn7nd34o8N07TIorc0ET0qP0ldw94E29WCttaWAG0H3XGlpg Download .mp4 (1.37 MB) Help with .mp4 files Video 311-weeks after the repair, the patient re-ruptured the FDP tendon in the right little finger when opening a car door. He was unable to achieve active flexion of the distal and proximal interphalangeal joints in the finger.eyJraWQiOiI4ZjUxYWNhY2IzYjhiNjNlNzFlYmIzYWFmYTU5NmZmYyIsImFsZyI6IlJTMjU2In0.eyJzdWIiOiI2YWViMGM0YWUyMGYyZGMyZmUzZmI4MDg4ODRiMTExOSIsImtpZCI6IjhmNTFhY2FjYjNiOGI2M2U3MWViYjNhYWZhNTk2ZmZjIiwiZXhwIjoxNjk0ODIwMjExfQ.CuEX0gB8cAWwrrvcEA6IqWzWz3oA-J-ZlIOqkLAncjmOQXM0iYSaINTfa2-3l1WPt3ceOUdKt_4PXj_d1NKUXvwA0P4ykD-hffgjA6z0KEm1qEjlaHj-hX-v9BD7cAfXFOF27846E60lx_lnnDOBN-O64KM3KXP7e544Xl3YMmX5GyTuI3ejiZv1jrR2xxcqBGet3UCGnCF4MrWF_ryVXDhdrxh49T3BNc34G7Pn288yHaUOeL2zSEc2QgaScn2ak4B4Qq_-4SU1_wEPnwpaKWSxXgZlK26Olp6bojXKe-ER2V3JJwSI78ptE1K9-0-9DI1vqO5DucM9L5Wq_7gEQA Download .mp4 (5.09 MB) Help with .mp4 files Video 4Surgical repair of the re-ruptured FDP tendon was undertaken under WALANT conditions. Intra-operative dynamic assessment demonstrated the repair was too tight as the patient was unable to achieve full active extension in the right little finger.eyJraWQiOiI4ZjUxYWNhY2IzYjhiNjNlNzFlYmIzYWFmYTU5NmZmYyIsImFsZyI6IlJTMjU2In0.eyJzdWIiOiJhOTJiZWUwNTkwZmM0ZWQxN2NjZjg3YTM2N2MyZTc5YiIsImtpZCI6IjhmNTFhY2FjYjNiOGI2M2U3MWViYjNhYWZhNTk2ZmZjIiwiZXhwIjoxNjk0ODIwMjExfQ.l3pW8psCy7Zgsa8uXSmFoNXWT5ncddY70oJ0yURM3-DV21MwmoUQ7Y9-CuruPCkd51eHU9iKgJAzzeef-SR1myDmsp1W_kk2zViJ9sTwS2b5W2yiPeKp0IKonk06Go4qC8AUSiV832CSxYBOWtrChPwwqosnhnDv7aCIlVK1wCFnW4n-kQVfSvtNMJYmoEllWkjQZUJH0wnPrcfG7LVgH60Vb92AOXN5gXuEB0w1IyM5DAgJnAKizE3ZehjJFoOuU98HAM6d96YngJb52omrnvhjicoPTC_HaNjnGuKl3NgBroKTHqTk7s56NzJMdBPquhaEmAS1Ja4ghK-02_4Eqg Download .mp4 (3.81 MB) Help with .mp4 files Video 5Fractional lengthening of the musculotendinous junction of the FDP tendon to the small finger was undertaken in two separate areas. Immediately after fractional lengthening, the patient was able to achieve full active extension in the little finger with no evidence of tendon gapping nor unsmooth gliding.eyJraWQiOiI4ZjUxYWNhY2IzYjhiNjNlNzFlYmIzYWFmYTU5NmZmYyIsImFsZyI6IlJTMjU2In0.eyJzdWIiOiIzNzEzNmRmNWMxYjY0MWM0NTYyOGVkMWIxYTYxMmVjZCIsImtpZCI6IjhmNTFhY2FjYjNiOGI2M2U3MWViYjNhYWZhNTk2ZmZjIiwiZXhwIjoxNjk0ODIwMjExfQ.ly9mKHx1pHd4lb8wrHsoTr4lh5-Uh6BT6w-gd944ZXcPemrJ9rfT2te-tvH7UmkaPODqDD4HyFGNf_sbJVCpcxC5n1584n7hwDXRAg7vuLZ4wVqNwQsV9fW6x7ROAmViGJya00vPazwoHt35MhIzCw9KGHCEejm1LjJoxoxobOFZhq4-hNOFKGNmE8VXAJ1UQ6e9J0VDhs1wH38y_ZvenB7bWP6XyVJCJSd2TXJJn2VTKEvpWkQn5sxdT_NbZD1fTWFLQTqHcMrKrdKrzvwhi0GLyo2779tUkV8QiTjAqkKnvf2i6ii1MOD-jmTUGmRgH3W1I5zY8MtgZ5Dhiixn2g Download .mp4 (2.53 MB) Help with .mp4 files Video 616-week follow-up after repeat repair. The patient demonstrated full active range of motion in the right little finger, confirming a successful repair.

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 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)0.004
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: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.813
Threshold uncertainty score0.366

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
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 head0.010
GPT teacher head0.256
Teacher spread0.245 · 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 designOther design
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".

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Published2022
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Same venueJournal of Hand Surgery Global OnlineSame topicOrthopedic Surgery and RehabilitationFrench-language works237,207