Bibliographic record
Abstract
The COVID-19 pandemic has inflicted challenges that have affected every facet of our personal and professional lives1,2. During this time, the orthopaedic community has demonstrated resilience, persistence, and innovation in providing care to our patients3. We are called to redouble our efforts as knee arthroplasty surgeons to continue to provide safe and efficient value-driven care. Osteoarthritis of the Knee: Nonsurgical Management As the incidence of knee osteoarthritis (OA) increases4, patient wait times continue to increase for arthroplasty. For 12% of these patients in 1 recent study, their health (as measured by the EuroQol 5-Dimension [EQ-5D]) was actually “worse than death.”5 However, in a separate report, patients receiving physical therapy in the setting of knee OA, involving exercise and manual therapy, received benefit at 1 year (90% attained the minimally clinical important difference [MCID] in the Western Ontario and McMaster Universities Osteoarthritis Index [WOMAC] score)6. If patients with obesity and diabetes7 begin intensive lifestyle changes before experiencing knee pain, some can prevent the need for total knee arthroplasty (TKA): 29% in 1 recent report8. Considerable debate continues to exist regarding the effectiveness of platelet-rich plasma, stem cell, and hyaluronic acid injections9,10. Operative Management: Non-Arthroplasty Options High Tibial Osteotomy With the availability of reliable arthroplasty options for unicompartmental OA, the decision for high tibial osteotomy (HTO) continues to be under increased scrutiny. A meta-analysis found a rate of conversion to TKA of 13% at a mean of 71 months11. In a prospective comparative study, at 2 years, the rate of return to sport was 94.1% in a unicompartmental knee arthroplasty (UKA) group compared with 74.0% in the HTO group (p = 0.031)12. Conversion from UKA or HTO to TKA leads to longer operative time and an increased utilization rate of revision implants than with primary TKA (96.1 versus 90.0 minutes [p = 0.01]; and 8.5% versus 0.8% [p = 0.005], respectively)13. Risk and Health Policy To ensure fiscal soundness in orthopaedic practice, a complete understanding of cost variation will assist in appropriate risk adjustment for reimbursement in alternative payment models, which is critically important for orthopaedic practice in the U.S. Currently, the only risk adjustment provided for primary TKA has been the 469 DRG (Diagnosis-Related Group) code. Ryan et al. found that 17 comorbidities are predictive of increased cost for the TKA episode, but only 4 of them are predictive of MS (Medicare Severity)-DRG classification14. For the initial in-hospital costs during TKA, another recent study found that characteristics of the surgical episode (implants, operating room time, etc.) accounted for 35.3% of cost variation. Patient characteristics were markedly associated with discharge disposition15. In addition, an age of ≥72 years and increasing modified frailty index (mFI) score were associated with increased cost16. Furthermore, as the U.S. Centers for Medicare & Medicaid Services (CMS) has removed TKA from the Inpatient Only (IPO) list, a much larger number of those patients are now classified as “outpatient.” CMS has excluded outpatients from the CMS bundled-payment programs. This has led to confusion among surgeons and health-care systems. Without any change in quality, many programs have seen increased mean costs in their bundled-payment program, leading to financial loss17. This requires further intervention and guidelines by CMS to head off the negative implications of removing TKA from the IPO list. UKA Outcomes and Design As modern UKA implant designs mature, better long-term data emerge. The pooled 5 and 10-year survivorship of medial UKA in a meta-analysis of 26 studies was 95.3% and 91.3%, respectively18. Additionally, the presence of patellofemoral OA did not appear to affect the outcome of fixed-bearing UKA19. In a retrospective study of 308 medial UKAs performed with fixed-bearing components, the presence of patellofemoral OA at the time of surgery did not affect the all-cause revision rate (98% with patellofemoral OA compared with 99.5% without patellofemoral OA; p = 0.352), or the Forgotten Joint Score (FJS) at 5 years (71 with patellofemoral OA compared with 77 without; p = 0.270)20. Age, body mass index (BMI), and duration of symptom onset before UKA may affect the FJS21. Surprisingly, high activity did not appear to affect survivorship at 9 years22. Cementless UKA In an independent report from the United Kingdom, cementless UKA demonstrated success at 5 years comparable to that of UKA with cemented fixation, with a survivorship of 97.4% and an Oxford knee score of 4323. However, some early subsidence of the tibial component remains a concern23-25. Mohammad et al. reported the 10-year all-cause survivorship of the first 1,000 developer-implanted cementless Oxford UKAs, at 96.6%26. Robotic-Assisted UKA A purported benefit of robotic-assisted UKA is improved accuracy. However, a recent report found that, at least for an experienced surgeon, the accuracy of tibial placement is similar to that previously reported for mechanical tibial alignment27. This is reflected in a recent report using data from the Australian Orthopaedic Association National Joint Replacement Registry. At a follow-up of 1, 2, and 3 years, there was no difference in revision rates when comparing robotic-assisted fixed-bearing UKA and another popular fixed-bearing UKA with standard instrumentation: 1.5% compared with 1.4%, 2.3% compared with 2.7%, and 2.6% compared with 3.7%, respectively28. In comparison, another group found that, at 5 years, the survivorship of robotic arm-assisted medial UKA was 98.4% with use of an onlay design. However, it is important to note the effect of BMI, with a survivorship of 99.1%29 among patients with a BMI of <30 kg/m2. UKA Compared with TKA The results of the Total or Partial Knee Arthroplasty Trial (TOPKAT), a multicenter pragmatic randomized controlled trial (RCT) comparing UKA and TKA for the treatment of medial compartment OA, were recently reported; a variety of implants were used30. At the 5-year follow-up, there was no difference in Oxford knee scores, but UKA was more cost-effective and provided an additional 0.24 quality-adjusted life year. In a separate report, patients who underwent UKA were less likely to need continued narcotics requiring a refill than those who underwent TKA (odds ratio [OR], 0.58; p = 0.001)31. Surgeons should decrease the number of narcotic pills after UKA accordingly. However, there appears to be a price to pay with regard to revision risk; TKA converted from medial UKA had a higher risk of revision (adjusted hazard ratio [HR], 3.00) when compared with primary TKA32. TKA: Perioperative Risk Stratification, Readmission, and Minimizing Complications A retrospective review of an administrative database of primary total joint arthroplasty (TJA) procedures revealed that 21% of the patients received a gabapentinoid (gabapentin or pregabalin) on the day of surgery. In a multilevel regression analysis, the receipt of a gabapentinoid at any dose was associated with increased odds of postoperative pulmonary complications (OR, 1.81) in a dose-response fashion33. Additionally, there was no apparent reduction in opioid consumption. With the increasing push for a short stay for primary TKA, the case for identification of perioperative risk, perioperative optimization, and coordination of care strengthens. Patients who have a postoperative medical complication after TKA appear to be at a substantially increased risk of having the same complication again after TKA for the contralateral knee. For instance, in 1 recent study, the risk of repeat myocardial infarction demonstrated an OR of 56.63 (p < 0.001)34. The implementation of a “perioperative orthopaedic surgical home” led to a lower 30-day readmission rate (1.6% versus 5.3%; p = 0.03) in a retrospective study of 4,188 TKA patients35. Malnutrition is a serious medical condition prior to TKA. When malnourished patients were treated with a high-protein diet prior to TKA, they had a shorter hospital length of stay (p = 0.04), lower global charges, and lower readmission rates (p < 0.001) than did patients not treated for malnourishment36. In another study, TKA patients with anemia had an increased risk of any postoperative complication (OR, 5.186; p < 0.001)37. Patients undergoing primary TKA with a history of periprosthetic joint infection (PJI) in another joint demonstrated a significantly higher risk of PJI after the primary TKA than found for a matched cohort without a history of PJI (6.1% compared with 2.6% at 10 years; HR, 3.3; p = 0.02)38. Patients with a high blood fructosamine level preoperatively were noted to be 11.2 times more likely to develop PJI when compared with those with a normal value (p = 0.001)39. Anesthesia and Pain Management Spinal anesthesia, when compared with general anesthesia, was associated with fewer 30-day complications and a lower likelihood of a non-home discharge (p < 0.05) in a retrospective review of TJA data from the American College of Surgeons National Surgical Quality Improvement Program (NSQIP) database40. A retrospective observational study of >3,900 patients undergoing primary TKA or total hip arthroplasty (THA) demonstrated that, after multivariable logistic regression, patients who received general anesthesia had an OR for PJI of 2.0 compared with propensity score-matched patients who received spinal anesthesia41. In revision TKA, the risks of unplanned readmission, non-home discharge, transfusion, deep surgical site infection (SSI), and extended length of stay were all greater after general anesthesia compared with spinal anesthesia (OR, 1.22 to 1.63; p < 0.001) according to a study by Wilson et al.42. One week after TKA, patients who received spinal anesthesia scored significantly higher on the Mini-Mental State Examination compared with those who received general anesthesia in a recent prospective RCT43. However, rapid recovery protocols may reduce the increased risk of general anesthesia, with a low readmission rate (2.4%) and reoperation rate (1.3%) noted in 1 recent study44. When compared with propofol, intraoperative use of dexmedetomidine resulted in lower postoperative opioid requirements 0 to 48 hours postoperatively (135 versus 360 μg; p = 0.003)45. Patients who received intravenous dexamethasone at the time of TKA had less pain in the first 24 hours postoperatively in a double-blinded, placebo-controlled RCT46. Additionally, the postoperative application of a nonsteroidal patch containing flurbiprofen led to decreased pain in the first 3 postoperative days and better range of motion at 1 to 2 weeks in a prospective RCT47. Regional Blocks Two recent studies demonstrated that an adductor canal block provided equivalent pain relief to a continuous femoral nerve block, while providing improved functional function postoperatively48,49. In a blinded RCT, a single-injection adductor block provided the same pain relief and improved postoperative strength compared with an indwelling block50. However, a recent meta-analysis indicated lower pain scores (p < 0.0001), morphine consumption (p = 0.003), and hospital length of stay (p = 0.03) with an indwelling block51. An additive effect for pain and opioid use reduction was demonstrated when adding a periarticular block to a femoral nerve or adductor canal block52. A periarticular block alone may provide improved pain relief compared with an adductor canal block immediately postoperatively, as assessed at and 24 hours postoperatively after postoperative pain relief was improved when a nerve block was to a standard periarticular block in a prospective However, early pain relief was not improved with the of a block of the the and of the knee or Pain the opioid arthroplasty surgeons should in A recent demonstrated that the reduction of at discharge by pills led to similar pain scores, no changes in and an reduction in the pain pills by an of morphine (p < Patient for a refill have led to the practice of larger of However, the of 1 recent study found that the at discharge did not with refill (p = while increased pain on postoperative day 1 (p < 0.001) and age (p = did TKA: Surgical for TKA that may early functional outcome are a The use of or use of have the patient with no increase in according to a The operative time for TKA was associated with an increase in the risk of and after In that the risk of PJI was 1.4%, compared with for those of minutes (p < A review provided that there is no difference in the complication rate of TKA compared with of the and increased pain have been as for the use of a during TKA. However, recent studies may that et al. found that TKA without use on of additional blood (p < with no in pain scores or the & in a prospective However, recent studies have markedly blood with or without a when acid was The for the and during TKA is A recent prospective randomized study comparing and during TKA found no difference in function or outcome at 2 However, there were more medial in significantly more and femoral in the A prospective comparing and mechanical in TKA found that the more (p = while patients a TKA more (p = comparing found no difference in Oxford knee score and mechanical p = or survivorship at 5 years and p = However, there has been that the tibial in to component and A recent in an found no difference in component at 2 years among TKA of TKA is a the remains of studies comparing found no difference in functional at mechanical and and no difference in or revision with follow-up, more in risk robotic at years; p = and Outcomes is a of that affect the outcome of TKA. A of these may be to the Patients with contralateral knee pain may be less with their TKA (OR, p = Patients who are prior to TKA may similar rates of and of compared with TKA is an independent risk for after TKA and appears to be One study found that of were with their TKA compared with of (p = after primary TKA is by a postoperative range of motion of for after TKA. patients and patients who are have a higher risk than their of this complication versus [p < and versus [p = Design appear to no in revision rates in primary TKA. The for all-cause revision of TKA with standard from to (p = to p = for 3 implant did at the and at an of years in a tibial components, when for subsidence on analysis, demonstrated no increase in component compared with a implant at 2 Cementless TKA Cementless in primary TKA has the for improved and long-term and utilization in the at the cost of rates of early revision for A recently reported found that in TKA had a similar survivorship to that of cemented In recent prospective randomized of cementless versus cemented fixation, there was no difference in revision or clinical outcome to 2 Additionally, the operative time of cementless TKA was with no difference in postoperative The in TKA Surgeons who the can a higher risk of revision than surgeons who the according to an of data from the Australian Orthopaedic Association National Joint Replacement In a prospective randomized clinical trial of patients undergoing TKA, of the patients the knee with a compared with the found an increased risk of revision the is with a number to of to 1 case of and an OR for reoperation of This the that revision of the is that can be for a patient who has an outcome primary TKA. TKA: and A number of have been found to be in early and has a Patients 10 of dexamethasone 1 prior to surgery and at 24 hours postoperatively experienced less pain and than a group (p < The use of acid in the perioperative to prevent of the and recovery of of after primary TKA in a double-blinded, placebo-controlled randomized When patients were randomized to physical therapy on the day of surgery than on postoperative day 1, there was no demonstrated decrease in length of stay or Compared with a physical therapy program, a was associated with equivalent clinical and lower cost after primary TKA versus at p < For patients who to return to led to significantly improved patient at 1 year TKA When the results of TKA, patients for it are more and less than those for TKA. A recent review reported the outcome of TKA among studies The discharge rate was with a readmission rate of However, it is important to note the increased on the surgical with 1 study an of minutes of patient in the postoperative after Furthermore, there is a to the cohort that may TKA, in the of The Arthroplasty Risk score is to patients who can TKA. A score value of demonstrated a predictive value for recent review and meta-analysis of on the effectiveness of acid This study found that the risk of with the use of for was not significantly than that of to Additionally, in the rate of and pulmonary with was and is comparable with results of that are more and with higher risk of Outcomes of TKA in Patients The risk of complications after TKA among those with obesity is a of prior to TKA is associated with a shorter hospital stay p = according to et et in a reported a TKA revision rate of for patients compared with for those who were (p < However, patients clinical after and arthroplasty may not be the to One study found that TKA for patients led to of the patients not having surgery. Only of those who did surgery a BMI of at medical associated with obesity may be more important than obesity et al. performed an database review and found that led to an increased risk of readmission (OR, p < 0.001) and reoperation (OR, p = 0.001) more than all of of the number of patients to studies of the effectiveness of is to A recent prospective was early there was only 1 infection among patients in the group of patients for the effectiveness of a in TKA is regarding the risk of et al. found a decreased risk of infection with p < 0.001) in a review of et al. in a database decreased odds of infection (OR, but increased odds of (OR, with et found no significantly decreased odds of infection in primary (OR, p = In a cost analysis, et al. found that, to the increased cost of 1 infection in patients need to be In those with an appropriate treatment can mean a difference with to and However, with appropriate patients who a during the of a treatment of PJI in TKA have an increased risk of of infection et al. found that patients who continued after had a significantly lower rate of treatment to further infection compared with those who did not compared with p = However, should note that the rate of was much higher in this study than many in the TKA In a review of a modern of revision TKA, the risk of of TKA in patients years of age was at 10 years To for has practice, in of At years, survivorship of revision was in a group of revision with and 3 However, in TKA, with increased at the there was a revision rate at 10 years for The of a number of recently studies to the that received a higher of In to in this with a higher of were that are to knee surgery. A of those is to this review after the standard We have provided a of the to further in an in this To and in robotic-assisted total knee a review and of This meta-analysis found that robotic-assisted TKA provided and for scores compared with TKA. The that the in postoperative of the knee in robotic-assisted TKA may be the of these improved review of knee arthroplasty for In a review of 9 studies that patients who received knee arthroplasty and patients who underwent TKA, the note improved range of motion and at follow-up for However, this is at the cost of the survivorship of at 17 years of for osteoarthritis of the hip or and results from a study with a follow-up Patients with knee OA who or who have not to may benefit from the nerve This was a blinded randomized study with patients with The noted from for 5 compared with in the physical function and the of OA at 24 weeks [p < and [p = the risk of postoperative periprosthetic joint infection in revision total knee and hip a randomized controlled This found that patients randomized to prior to in revision TKA had risk of infection when compared with versus p = Anesthesia & in total joint the clinical practice guidelines of the American Association of and Knee American of Regional Anesthesia and Pain American of Orthopaedic and Knee This clinical practice of during the perioperative of is a that pain and opioid consumption during the perioperative and that it is a component of a postoperative Additionally, there is a that not increase complications after TKA. Anesthesia & in total joint the clinical practice guidelines of the American Association of and Knee American of Regional Anesthesia and Pain American of Orthopaedic and Knee This clinical practice of nonsteroidal during the perioperative of is a that and intravenous reduce pain and opioid consumption during the perioperative and a that they are a component of a postoperative Additionally, there is a that not increase complications after surgeons should the of and patient comorbidities when Anesthesia & in total joint the clinical practice guidelines of the American Association of and Knee American of Regional Anesthesia and Pain American of Orthopaedic and Knee This clinical practice of during the perioperative of is a that not reduce pain and opioid consumption during the perioperative but reduce opioid consumption. is a that may reduce postoperative pain and opioid but Anesthesia & in total joint the clinical practice guidelines of the American Association of and Knee American of Regional Anesthesia and Pain American of Orthopaedic and Knee This clinical practice of during the perioperative of is a that may to an increase in opioid postoperatively, and increased of complications after TKA. is a that the reduction of opioid use to improved postoperative is a that opioid prior to TJA may increase the risk of but with postoperative is a that the number of opioid pills at discharge may after TKA. Trial The randomized clinical Joint The function score revealed no difference in outcome patellofemoral arthroplasty and TKA at (adjusted mean p = in this The of continuous versus single-injection femoral nerve block in total knee a review and This meta-analysis found that a continuous femoral nerve block was associated with a lower consumption of postoperative compared with a single-injection femoral nerve block after primary TKA at 24 hours mean difference and 48 hours for primary knee a In a review of the found that the and in the tibial was the in TKA The effect of dexmedetomidine as to for femoral nerve block on strength of in patients undergoing total knee a randomized controlled Pain The of this found that the of dexmedetomidine to for patients undergoing TKA provided improved postoperative strength by the & (p < with lower pain scores at 24 and 48 hours compared with and alone (p < of effectiveness of for continuous femoral nerve block for recovery after total knee a randomized Pain The of this randomized trial that a continuous femoral nerve block with provided the of discharge and strength when compared with and
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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 | 0.002 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.003 | 0.006 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.033 | 0.008 |
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".