Traumatic Volar Carpal Instability Nondissociative: A Case Series
Notice bibliographique
Résumé
Carpal instability nondissociative (CIND) involves disruption between carpal rows from injury to extrinsic and intrinsic wrist ligaments. CIND traumatic (CINDT) highlights the posttraumatic etiology of some of these cases and has been gaining increasing attention in the literature. We present four cases of CINDT-volar intercalated segmental instability (VISI). We diagnosed two adults with distal radius fractures and two adolescents with Galeazzi fractures, all treated surgically, who developed CINDT-VISI with radiolunate angles greater than 15° at 2 weeks after surgery. One adult had progressive deformity but was asymptomatic at 33 months. The other underwent volar capsular release at 1 year to improve alignment. One adolescent with a fixed deformity required soft tissue releases and temporary pinning to restore alignment at 7 months. We treated the other successfully with early physiotherapy. No patient had radiographic signs of arthritis at 1–2 years. This is the first reported association between Galeazzi fractures and CINDT-VISI. Contrary to existing literature, we report successful outcomes with nonsurgical and delayed nonfusion surgery of CINDT-VISI. Carpal instability nondissociative (CIND) involves disruption between carpal rows from injury to extrinsic and intrinsic wrist ligaments. CIND traumatic (CINDT) highlights the posttraumatic etiology of some of these cases and has been gaining increasing attention in the literature. We present four cases of CINDT-volar intercalated segmental instability (VISI). We diagnosed two adults with distal radius fractures and two adolescents with Galeazzi fractures, all treated surgically, who developed CINDT-VISI with radiolunate angles greater than 15° at 2 weeks after surgery. One adult had progressive deformity but was asymptomatic at 33 months. The other underwent volar capsular release at 1 year to improve alignment. One adolescent with a fixed deformity required soft tissue releases and temporary pinning to restore alignment at 7 months. We treated the other successfully with early physiotherapy. No patient had radiographic signs of arthritis at 1–2 years. This is the first reported association between Galeazzi fractures and CINDT-VISI. Contrary to existing literature, we report successful outcomes with nonsurgical and delayed nonfusion surgery of CINDT-VISI. Carpal instability nondissociative (CIND) involves disruption of the relationship between carpal rows at the radiocarpal, midcarpal, or both articulations. In contrast to carpal instability dissociative, in which there is disruption between the bones within a single carpal row (eg, scapholunate or lunotriquetral disruption), each carpal row continues to move as a unit.1Wolfe S.W. Garcia-Elias M. Kitay A. Carpal instability nondissociative.J Am Acad Orthop Surg. 2012; 20: 575-585Crossref PubMed Scopus (38) Google Scholar The deformity may be volar (CIND-volar intercalated segmental instability [VISI]) or dorsal (CIND-dorsal intercalated segmental instability [DISI]).1Wolfe S.W. Garcia-Elias M. Kitay A. Carpal instability nondissociative.J Am Acad Orthop Surg. 2012; 20: 575-585Crossref PubMed Scopus (38) Google Scholar Posttraumatic CIND deformity has been described in several case reports in the last four decades.2Hankin F.M. Amadio P.C. Wojtys E.M. Braunstein E.M. Carpal instability with volar flexion of the proximal row associated with injury to the scapho-trapezial ligament: report of two cases.J Hand Surg Br. 1988; 13: 298-302Crossref PubMed Scopus (11) Google Scholar, 3Arms D.M. Martin R.A. Strecker W.B. Gilula L.A. Post-traumatic irreducible nondissociative carpal instability: a case report.J Hand Surg Am. 1995; 20: 778-780Abstract Full Text PDF PubMed Google Scholar, 4O’Flanagan S.J. Ip F.K. Roberts C.J. Chow S.P. Carpal malalignment following intra-articular fractures of the distal radius in a working population.Injury. 1995; 26: 231-235Abstract Full Text PDF PubMed Scopus (3) Google Scholar, 5Lee S. Yu J.H. Jeon S.H. Fixed lunate flexion deformity in distal radius fractures.Clin Orthop Surg. 2016; 8: 228-231Crossref PubMed Scopus (4) Google Scholar, 6Fok M.W.M. Fernandez D.L. Maniglio M. Carpal instability nondissociative following acute wrist fractures.J Hand Surg Am. 2020; 45: 662.e1-662.e10Abstract Full Text Full Text PDF PubMed Scopus (6) Google Scholar, 7Loisel F. Orr S. Ross M. Couzens G. Leo A.J. Wolfe S. Traumatic nondissociative carpal instability: a case series.J Hand Surg Am. 2022; 47: 285.e1-285.e11Abstract Full Text Full Text PDF PubMed Scopus (6) Google Scholar, 8Urbanschitz L. Pastor T. Fritz B. Schweizer A. Reissner L. Posttraumatic carpal instability nondissociative.J Wrist Surg. 2021; 10: 290-295Crossref PubMed Scopus (2) Google Scholar Injuries associated with CIND include distal radius fractures,5Lee S. Yu J.H. Jeon S.H. Fixed lunate flexion deformity in distal radius fractures.Clin Orthop Surg. 2016; 8: 228-231Crossref PubMed Scopus (4) Google Scholar,6Fok M.W.M. Fernandez D.L. Maniglio M. Carpal instability nondissociative following acute wrist fractures.J Hand Surg Am. 2020; 45: 662.e1-662.e10Abstract Full Text Full Text PDF PubMed Scopus (6) Google Scholar,8Urbanschitz L. Pastor T. Fritz B. Schweizer A. Reissner L. Posttraumatic carpal instability nondissociative.J Wrist Surg. 2021; 10: 290-295Crossref PubMed Scopus (2) Google Scholar radiocarpal fracture dislocations,6Fok M.W.M. Fernandez D.L. Maniglio M. Carpal instability nondissociative following acute wrist fractures.J Hand Surg Am. 2020; 45: 662.e1-662.e10Abstract Full Text Full Text PDF PubMed Scopus (6) Google Scholar triangular fibrocartilage complex injuries,8Urbanschitz L. Pastor T. Fritz B. Schweizer A. Reissner L. Posttraumatic carpal instability nondissociative.J Wrist Surg. 2021; 10: 290-295Crossref PubMed Scopus (2) Google Scholar scaphoid fractures,2Hankin F.M. Amadio P.C. Wojtys E.M. Braunstein E.M. Carpal instability with volar flexion of the proximal row associated with injury to the scapho-trapezial ligament: report of two cases.J Hand Surg Br. 1988; 13: 298-302Crossref PubMed Scopus (11) Google Scholar,7Loisel F. Orr S. Ross M. Couzens G. Leo A.J. Wolfe S. Traumatic nondissociative carpal instability: a case series.J Hand Surg Am. 2022; 47: 285.e1-285.e11Abstract Full Text Full Text PDF PubMed Scopus (6) Google Scholar and capsular and/or ligamentous wrist injuries.2Hankin F.M. Amadio P.C. Wojtys E.M. Braunstein E.M. Carpal instability with volar flexion of the proximal row associated with injury to the scapho-trapezial ligament: report of two cases.J Hand Surg Br. 1988; 13: 298-302Crossref PubMed Scopus (11) Google Scholar,3Arms D.M. Martin R.A. Strecker W.B. Gilula L.A. Post-traumatic irreducible nondissociative carpal instability: a case report.J Hand Surg Am. 1995; 20: 778-780Abstract Full Text PDF PubMed Google Scholar,8Urbanschitz L. Pastor T. Fritz B. Schweizer A. Reissner L. Posttraumatic carpal instability nondissociative.J Wrist Surg. 2021; 10: 290-295Crossref PubMed Scopus (2) Google Scholar Recently, Loisel et al7Loisel F. Orr S. Ross M. Couzens G. Leo A.J. Wolfe S. Traumatic nondissociative carpal instability: a case series.J Hand Surg Am. 2022; 47: 285.e1-285.e11Abstract Full Text Full Text PDF PubMed Scopus (6) Google Scholar and Fok et al6Fok M.W.M. Fernandez D.L. Maniglio M. Carpal instability nondissociative following acute wrist fractures.J Hand Surg Am. 2020; 45: 662.e1-662.e10Abstract Full Text Full Text PDF PubMed Scopus (6) Google Scholar coined the term CIND traumatic (CINDT) to highlight the traumatic origin of these injuries. They defined CINDT-DISI as a radiolunate angle of more than 15° extension and CINDT-VISI as a radiolunate angle of more than 15° to 20° flexion with no scapholunate and lunotriquetral interosseous ligament disruption, as indicated by a normal (30° to 60°) scapholunate angle.6Fok M.W.M. Fernandez D.L. Maniglio M. Carpal instability nondissociative following acute wrist fractures.J Hand Surg Am. 2020; 45: 662.e1-662.e10Abstract Full Text Full Text PDF PubMed Scopus (6) Google Scholar,7Loisel F. Orr S. Ross M. Couzens G. Leo A.J. Wolfe S. Traumatic nondissociative carpal instability: a case series.J Hand Surg Am. 2022; 47: 285.e1-285.e11Abstract Full Text Full Text PDF PubMed Scopus (6) Google Scholar In accordance to CAse REport (CARE) guidelines and with approval from our institutional review board, we report four cases of CINDT-VISI that developed after distal radius or Galeazzi fractures. Written informed consent was obtained from all patients for publication of this case series and the accompanying images. To our knowledge, this is the first report of an association between Galeazzi fractures and CINDT-VISI. Additionally, in contrast to previous literature, we report two cases of persistent CINDT-VISI deformity after distal radius fracture, which were successfully managed nonsurgically, with no evidence of clinical or radiographic arthritis at final follow-up. A 29-year-old left hand–dominant healthy man fell on his outstretched hand while playing cricket, sustaining an isolated, closed, neurovascularly intact left distal radius fracture (Fig. 1). Four days later, we performed volar locked plating, and he was immobilized in a splint for 6 weeks. A CINDT-VISI deformity was noted at 2 weeks after surgery with a radiolunate angle of 28.1°, which progressed to 64.2° by 33 months (Fig. 1). Scapholunate angle was preserved (Fig. 1). Magnetic resonance arthrography showed disruption of the dorsal radiocarpal ligament and volar lunocapitate capsule (Fig. 1). At final follow-up 33 months after surgery, his range of motion was 45° wrist flexion and 30° extension with full pronosupination. He reported no pain and was able to return to all activities and was, therefore, not interested in further treatment. A 52-year-old right hand–dominant woman with ankylosing spondylitis slipped and fell on ice, sustaining an isolated, closed, neurovascularly intact right distal radius fracture (Fig. 2). Three days later, we performed volar locked plating, and she was immobilized in a splint for 6 weeks (Fig. 2). A CIND-VISI deformity was noted at 2 weeks after surgery, which progressed to a radiolunate angle of 29.2° by 1 year (Fig. 3). Scapholunate angle was preserved (Fig. 3). She underwent early, aggressive physiotherapy and achieved 80° of wrist extension and 75° flexion with full pronosupination. One year after initial surgery, she underwent hardware removal because of irritation. Volar capsular release has been shown to be safe9Kamal R.N. Ruch D.S. Volar capsular release after distal radius fractures.J Hand Surg Am. 2017; 42: 1034.e1-1034.e6Abstract Full Text Full Text PDF PubMed Scopus (12) Google Scholar,10Suazo Gladwin L.A. Douglass N. Behn A.W. Thio T. Ruch D.S. Kamal R.N. Safety of releasing the volar capsule during open treatment of distal radius fractures: an analysis of the extrinsic radiocarpal ligaments’ contribution to radiocarpal stability.J Hand Surg Am. 2020; 45: 1089.e1-1089.e16Abstract Full Text Full Text PDF PubMed Scopus (0) Google Scholar and was concurrently performed in this patient to improve her CINDT-VISI deformity from a radiolunate angle of 32.5° to 28.7° (Fig. 3). Her radiolunate angle was 26.6° at 1 year after hardware removal, with no radiographic signs of arthritis 2 years after initial injury (Fig. 3). She did not have significant limitation of motion or functional limitations, and no further intervention was performed.Figure 3Case 2, part 2: A lateral wrist radiographs of case 2, demonstrating a CIND-VISI deformity, with a radiolunate angle of 29.2° with a normal scapholunate angle of 37.6° at 1 year after surgery. The patient underwent B hardware removal and C volar capsular release at 1 year, resulting in improvement of the radiolunate angle from 32.5° to 28.7°. This improvement remained stable at 1 year after hardware removal, with a radiolunate angle of 26.6°. E Anteroposterior and D lateral radiographs at final follow-up (2 years) show no signs of arthritis. CIND, carpal instability nondissociative; VISI, volar intercalated segmental instability.View Large Image Figure ViewerDownload Hi-res image Download (PPT) A 14-year-old right hand–dominant healthy boy fell off his bike, sustaining an isolated, closed, neurovascularly intact left Galeazzi fracture (Fig. 4). Four days later, we performed volar locked plating of the radius; open reduction and pinning of the ulnar head, neck, and ulnar styloid; and pinning of the distal radioulnar joint for 6 weeks (Fig. 4). He was immobilized above elbow for 2 weeks, followed by a Muenster cast for 4 weeks. A CINDT-VISI deformity was noted at 2 weeks after surgery, which progressed to a radiolunate angle of 63.8° by 6 months (Fig. 5). Scapholunate angle was preserved (Fig. 5). Despite a course of physiotherapy, his range of motion remained at 25° wrist extension and 65° flexion with full pronosupination. Magnetic resonance arthrography showed extensive intra-articular adhesions and volar capsular contracture with dorsal radiocarpal ligament disruption but no lunotriquetral ligament injury (Fig. 5). Seven months after surgery, he underwent further surgery. Intraoperatively, fluoroscopic examination revealed a fixed CINDT deformity (Fig. 6). Arthroscopic debridement of intra-articular adhesions, removal of the volar locking plate with volar capsular release, and manipulation under anesthesia restored carpal alignment, which was maintained with pinning of the radiocarpal and midcarpal joints for 8 weeks (Fig. 6). At 1-year follow-up, his radiolunate angle was 18.3° and his range of motion was 50° extension and 50° flexion (Fig. 6). He did not have any functional limitations other than doing push-ups.Figure 5Case 3, part 2: comparative lateral radiographs of the A affected and B unaffected wrists of case 3, demonstrating a CIND-VISI deformity with radiolunate angles of 63.8° (affected side) and 13.3° (unaffected side) at 6 months after surgery, with a normal scapholunate angle of 30.7°. C Magnetic resonance arthrography of case 3 demonstrates no contrast extension into the ulnar aspect of the joint, suggestive of intra-articular adhesions. The lunotriquetral ligament remains intact. D Sagittal magnetic resonance arthrography demonstrates disruption of the dorsal radiocarpal ligament (orange arrow) and thickening of the volar wrist joint capsule (white arrow); E the lunocapitate capsule (blue arrow) remains intact. CIND, carpal instability nondissociative; VISI, volar intercalated segmental instability.View Large Image Figure ViewerDownload Hi-res image Download (PPT)Figure 6Case 3, part 3: intraoperative fluoroscopic images of case 3, demonstrating initial examination under anesthesia with A wrist flexion and B extension, with no correction of the CIND-VISI deformity, C followed by restoration of normal radiolunate alignment after arthroscopic debridement of intra-articular adhesions, volar capsular release, and manipulation under anesthesia. Removal of the volar locking plate, followed by D and E radiocarpal and midcarpal pinning was then performed. F Follow-up radiographs at 1 year demonstrate a radiolunate angle of 18.3°. CIND, carpal instability nondissociative; VISI, volar intercalated segmental instability.View Large Image Figure ViewerDownload Hi-res image Download (PPT) A 14-year-old right hand–dominant healthy boy fell off his bike, sustaining an isolated, closed, neurovascularly intact left Galeazzi fracture (Fig. 7). His initial injury was missed; at 1 month, we performed osteotomy and volar locked plating of the radial shaft buckle fracture, open reduction and pinning of the ulnar styloid, and pinning of the distal radioulnar joint (Fig. 7). He was immobilized above elbow for 2 weeks, followed by a Muenster cast for 3 weeks. A CIND-VISI deformity was noted at 2 weeks after surgery, which progressed to a radiolunate angle of 40.4° at 5 weeks (Fig. 8). Scapholunate angle was preserved (Fig. 8). Owing to our experience with cases 2 and 3, we initiated aggressive active and active-assisted range of motion exercises without restrictions at 5 weeks, upon pin removal, and progressed to passive stretching at 8 weeks. At 1 year follow-up, his radiolunate angle improved to 19.1° (Fig. 8) and his range of motion to 90° wrist extension, 95° flexion, 45° supination, and 70° pronation. He had no activity restriction and was back to playing basketball without difficulty.Figure 8Case 4, part 2: comparative lateral radiographs of the A affected and B unaffected wrists of case 4, demonstrating a CIND-VISI deformity with radiolunate angles of 40.4° (affected side) and 17.5° (unaffected side) at 5 weeks after surgery, with normal scapholunate angle of 32.6°. C Final follow-up (1 year), showing a radiolunate angle of 19.1°. CIND, carpal instability nondissociative; VISI, volar intercalated segmental instability.View Large Image Figure ViewerDownload Hi-res image Download (PPT) We report a series of four patients with CINDT-VISI, two after distal radius fractures and two after Galeazzi fractures. The pathoanatomy of CINDT has been attributed to injury to the dorsal and volar “mooring lines” (extrinsic and intrinsic wrist ligaments other than the scapholunate and lunotriquetral interosseous ligament, Fig. 9).6Fok M.W.M. Fernandez D.L. Maniglio M. Carpal instability nondissociative following acute wrist fractures.J Hand Surg Am. 2020; 45: 662.e1-662.e10Abstract Full Text Full Text PDF PubMed Scopus (6) Google Scholar,7Loisel F. Orr S. Ross M. Couzens G. Leo A.J. Wolfe S. Traumatic nondissociative carpal instability: a case series.J Hand Surg Am. 2022; 47: 285.e1-285.e11Abstract Full Text Full Text PDF PubMed Scopus (6) Google Scholar Similar to previous studies,6Fok M.W.M. Fernandez D.L. Maniglio M. Carpal instability nondissociative following acute wrist fractures.J Hand Surg Am. 2020; 45: 662.e1-662.e10Abstract Full Text Full Text PDF PubMed Scopus (6) Google Scholar,7Loisel F. Orr S. Ross M. Couzens G. Leo A.J. Wolfe S. Traumatic nondissociative carpal instability: a case series.J Hand Surg Am. 2022; 47: 285.e1-285.e11Abstract Full Text Full Text PDF PubMed Scopus (6) Google Scholar our two patients with magnetic resonance imaging exhibited injuries to the dorsal radiocarpal ligament and/or lunocapitate capsule, whereas the scapholunate and lunotriquetral interosseous ligament remained intact. We further posit that, in the setting of dorsal radiocarpal ligament disruption, thickening of volar capsule and extrinsic ligaments exacerbates the VISI deformity by rotating the proximal carpal further into flexion (Fig. 9); therefore, volar capsular release was performed in two of our operatively treated patients (cases 2 and 3). Treatment of CINDT-VISI is highly heterogeneous in the literature. In the 12-patient series after distal radius fracture or radiocarpal fracture dislocation by Fok et al6Fok M.W.M. Fernandez D.L. Maniglio M. Carpal instability nondissociative following acute wrist fractures.J Hand Surg Am. 2020; 45: 662.e1-662.e10Abstract Full Text Full Text PDF PubMed Scopus (6) Google Scholar, eight patients required surgery: three reducible CINDT-VISI patients underwent open capsular repair, four underwent irreducible CINDT-VISI, and one CINDT-DISI underwent radioscapholunate arthrodesis.6Fok M.W.M. Fernandez D.L. Maniglio M. Carpal instability nondissociative following acute wrist fractures.J Hand Surg Am. 2020; 45: 662.e1-662.e10Abstract Full Text Full Text PDF PubMed Scopus (6) Google Scholar In the eight-patient series after scaphoid fracture by Loisel et al7Loisel F. Orr S. Ross M. Couzens G. Leo A.J. Wolfe S. Traumatic nondissociative carpal instability: a case series.J Hand Surg Am. 2022; 47: 285.e1-285.e11Abstract Full Text Full Text PDF PubMed Scopus (6) Google Scholar, all patients required surgery. Acute injuries (average of 5 weeks) were managed with ligament repair, whereas delayed injuries (average of 14 weeks) were treated with ligament reconstruction, which was unsuccessful in maintaining carpal alignment.7Loisel F. Orr S. Ross M. Couzens G. Leo A.J. Wolfe S. Traumatic nondissociative carpal instability: a case series.J Hand Surg Am. 2022; 47: 285.e1-285.e11Abstract Full Text Full Text PDF PubMed Scopus (6) Google Scholar In both case series, delayed diagnosis (beyond 12 weeks) was associated with worse outcomes.6Fok M.W.M. Fernandez D.L. Maniglio M. Carpal instability nondissociative following acute wrist fractures.J Hand Surg Am. 2020; 45: 662.e1-662.e10Abstract Full Text Full Text PDF PubMed Scopus (6) Google Scholar,7Loisel F. Orr S. Ross M. Couzens G. Leo A.J. Wolfe S. Traumatic nondissociative carpal instability: a case series.J Hand Surg Am. 2022; 47: 285.e1-285.e11Abstract Full Text Full Text PDF PubMed Scopus (6) Google Scholar In our study, we observed that despite significant deformity in case 1, the patient was not functionally limited by his CINDT-VISI deformity. Similarly, in case 2, the patient experienced hardware irritation but did not have radiocarpal or midcarpal pain or restrictions in range of motion. These findings are in keeping with those of Fok et al6Fok M.W.M. Fernandez D.L. Maniglio M. Carpal instability nondissociative following acute wrist fractures.J Hand Surg Am. 2020; 45: 662.e1-662.e10Abstract Full Text Full Text PDF PubMed Scopus (6) Google Scholar and Urbanschitz et al8Urbanschitz L. Pastor T. Fritz B. Schweizer A. Reissner L. Posttraumatic carpal instability nondissociative.J Wrist Surg. 2021; 10: 290-295Crossref PubMed Scopus (2) Google Scholar, who reported that asymptomatic patients can be treated nonsurgically with good functional outcomes. Case 4 further highlights that initiation of early, aggressive physiotherapy, when appropriate depending on the injury and fixation, may play a role in achieving good functional results. In contrast to previous studies,6Fok M.W.M. Fernandez D.L. Maniglio M. Carpal instability nondissociative following acute wrist fractures.J Hand Surg Am. 2020; 45: 662.e1-662.e10Abstract Full Text Full Text PDF PubMed Scopus (6) Google Scholar,7Loisel F. Orr S. Ross M. Couzens G. Leo A.J. Wolfe S. Traumatic nondissociative carpal instability: a case series.J Hand Surg Am. 2022; 47: 285.e1-285.e11Abstract Full Text Full Text PDF PubMed Scopus (6) Google Scholar despite delayed diagnosis at 7 months after initial surgery and an irreducible deformity, we elected for a soft tissue procedure rather than a salvage arthrodesis in case 3, given our patient’s young age. Although we did not repair or reconstruct ligaments, maintaining proper radiocarpal and midcarpal joint alignment with pinning likely allowed scarring of volar and dorsal ligaments in appropriate tension to prevent significant recurrence of the deformity. Our study is limited by its small sample size and relatively short follow-up durations, which precludes the ability to determine the long-term consequences of untreated or residual CINDT-VISI. At final follow-up of 33 and 48 months after surgery, neither case 1 nor 2 demonstrated clinical or radiographic signs of arthritis, in contrast to previous literature.5Lee S. Yu J.H. Jeon S.H. Fixed lunate flexion deformity in distal radius fractures.Clin Orthop Surg. 2016; 8: 228-231Crossref PubMed Scopus (4) Google Scholar,8Urbanschitz L. Pastor T. Fritz B. Schweizer A. Reissner L. Posttraumatic carpal instability nondissociative.J Wrist Surg. 2021; 10: 290-295Crossref PubMed Scopus (2) Google Scholar Overall, our treatment algorithm involves initiation of aggressive range of motion as early as permitted by the injury pattern. Patients who can achieve functional range of motion with no limitations can continue to be managed conservatively. If surgical intervention is required, then soft tissue releases (including volar capsular release and intra-articular adhesions) to realign the proximal carpal row, followed by temporary pinning of the radiocarpal and midcarpal joints, can be considered even in cases of irreducible deformity. Based on our results, pinning for a minimum of 8 weeks is required to allow scarring of the injured intrinsic and extrinsic ligaments and may obviate the need for ligament repair or reconstruction. This approach allows preservation of joint motion, particularly in young patients, and does not preclude future salvage fusion options unless there is pre-existing cartilage degeneration at the time of surgery.
Récupéré en direct depuis OpenAlex et désinversé. Les résumés ne sont pas conservés dans cette base de données : les index inversés représentent 8,6 Go des 9,3 Go de texte de la base, et le serveur dispose de 13 Go libres.
Comment cette classification a été obtenuedéplier
Prédiction distillée sur la base complète
Imitation des enseignantsNi prévalence calibrée, ni vérité terrain. Validation humaine à venir. Apprise à partir de 10 348 étiquettes directes de Codex et de 10 348 étiquettes directes de Gemma. Le mode candidate est l'union des têtes enseignantes seuillées; le consensus est leur intersection. Ces sorties portent le statut machine_predicted_unvalidated et ne sont ni des étiquettes humaines ni des étiquettes directes de modèles de pointe.
Scores Codex et Gemma par catégorie
| Catégorie | Codex | Gemma |
|---|---|---|
| Métarecherche | 0,002 | 0,003 |
| Méta-épidémiologie (sens strict) | 0,000 | 0,000 |
| Méta-épidémiologie (sens large) | 0,001 | 0,001 |
| Bibliométrie | 0,000 | 0,001 |
| Études des sciences et des technologies | 0,000 | 0,000 |
| Communication savante | 0,000 | 0,000 |
| Science ouverte | 0,000 | 0,000 |
| Intégrité de la recherche | 0,000 | 0,000 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,000 | 0,000 |
Scores machine (provisoires)
Les deux têtes enseignantes du modèle étudiant, lues sur ce travail. Un score ordonne la base pour la relecture; il n'affirme jamais une catégorie, et le statut de validation accompagne chaque rangée tel quel.
Scores de référence d'un modèle non mature (critères de maturité non atteints, 7 itérations). Un score ordonne; il n'affirme jamais une catégorie.
score_only:v0-immature-baseline · tel quel depuis la passe de notation : score_only signifie que le nombre peut ordonner les travaux, et qu'aucune étiquette de catégorie n'en découleClassification
machine, non validéePrédiction automatique; un appel candidat d’une seule tête enseignante, pas un consensus.
Le détail, modèle par modèle et score par score, se trouve en fin de page sous « Comment cette classification a été obtenue ».