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Zhao P, Alencastre-Miranda M, Shen Z, O'Neill C, Whiteman D, Gervas-Arruga J, Igo Krebs H. Computer Vision for Gait Assessment in Cerebral Palsy: Metric Learning and Confidence Estimation. IEEE Trans Neural Syst Rehabil Eng 2024; 32:2336-2345. [PMID: 38889045 DOI: 10.1109/tnsre.2024.3416159] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/20/2024]
Abstract
Assessing the motor impairments of individuals with neurological disorders holds significant importance in clinical practice. Currently, these clinical assessments are time-intensive and depend on qualitative scales administered by trained healthcare professionals at the clinic. These evaluations provide only coarse snapshots of a person's abilities, failing to track quantitatively the detail and minutiae of recovery over time. To overcome these limitations, we introduce a novel machine learning approach that can be administered anywhere including home. It leverages a spatial-temporal graph convolutional network (STGCN) to extract motion characteristics from pose data obtained from monocular video captured by portable devices like smartphones and tablets. We propose an end-to-end model, achieving an accuracy rate of approximately 76.6% in assessing children with Cerebral Palsy (CP) using the Gross Motor Function Classification System (GMFCS). This represents a 5% improvement in accuracy compared to the current state-of-the-art techniques and demonstrates strong agreement with professional assessments, as indicated by the weighted Cohen's Kappa ( κlw = 0.733 ). In addition, we introduce the use of metric learning through triplet loss and self-supervised training to better handle situations with a limited number of training samples and enable confidence estimation. Setting a confidence threshold at 0.95 , we attain an impressive estimation accuracy of 88% . Notably, our method can be efficiently implemented on a wide range of mobile devices, providing real-time or near real-time results.
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Angilecchia D, Stano F, Signorelli M, Giovannico G, Pournajaf S, Pellicciari L. Psychometric properties of the Italian version of the Forgotten Joint Score in patients with total hip arthroplasty. Int J Rehabil Res 2022; 45:343-349. [PMID: 36197448 DOI: 10.1097/mrr.0000000000000549] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
Total hip arthroplasty (THA) surgeries are increasing; to assess quality of life after THA, an instrument that considers patient's perspective on surgical outcomes is necessary. The objective of this study is to assess the psychometric properties of the Italian version of the Forgotten Joint Score (FJS-I) in patients with THA. The FJS-I was administered to 111 patients with THA, as well as the Western Ontario and McMaster Universities (WOMAC), Numerical Pain Rating Scale (NPRS), and the EuroQol 5D-5L (EQ-5D-5L). Structural validity [confirmatory factor analysis (CFA)], internal consistency (Cronbach's alpha), test-retest reliability [intraclass correlation coefficient (ICC 2,1 )], measurement error [standard error of the measurement (SEM)], and construct validity (hypothesis testing with correlation of the WOMAC, NPRS, and EQ-5D-5L) were assessed. In addition, the minimal detectable change (MDC) was computed. The result of CFA confirmed the one-factor structure. Internal consistency was supported (α = 0.944). A high test-retest reliability (ICC = 0.958; 95% confidence interval, 0.914-0.980) was found with an SEM and an MDC of 5.3 and 16.6 points, respectively. The a-priori hypotheses were fully met, determining the construct validity to be satisfactory. Psychometric properties of the FJS-I were confirmed, and it can be used for single-person assessment. Further research is suggested to refine its structural validity.
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Affiliation(s)
- Domenico Angilecchia
- Department of Medicine and Health Scienze "Vincenzo Tiberio", University of Molise, Campobasso
- Rehabilitation service - ASL, Bari
| | - Flavia Stano
- Department of Medicine and Health Scienze "Vincenzo Tiberio", University of Molise, Campobasso
| | | | - Giuseppe Giovannico
- Department of Medicine and Health Scienze "Vincenzo Tiberio", University of Molise, Campobasso
| | - Sanaz Pournajaf
- Neurorehabilitation Research Lab, Department of Neurological and Rehabilitation Sciences, IRCCS San Raffaele, Rome
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Nishibu H, Seino TH, Himuro N. Psychometric evaluation and distribution of classification systems in children with cerebral palsy in Japan. J Pediatr Rehabil Med 2022; 16:223-233. [PMID: 36373301 DOI: 10.3233/prm-210098] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Abstract
PURPOSE The study sought to examine the content validity, the intra- and inter-rater reliability, and concurrent validity of the Japanese versions of the Manual Ability Classification System, the Communication Function Classification System, and the Eating and Drinking Ability Classification System, and representation of the distribution of the levels of each classification systems in comparison to the Gross Motor Function Classification System levels for children with cerebral palsy. METHODS The Japanese versions were developed using the back-translation method. For content validity, professionals were asked to complete a questionnaire including items on the appropriateness of the translation, its validity, and distinctions among levels. For reliability, professionals used the three classification systems twice in children with cerebral palsy. For concurrent validity, relationships among the four classification systems were examined by correlation analyses. RESULTS Participants included twenty-one professionals and 290 children with cerebral palsy (mean age: 12 years two months, female: 132, male: 158). The content validity was generally good. For reliability, the lower limit of the 95% confidence interval for the intraclass correlation coefficients was greater than 0.89, and the correlation coefficients were high. CONCLUSION The results of this study showed good reliability and validity of the functional classification systems in Japan.
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Affiliation(s)
- Hisato Nishibu
- Division of Rehabilitation Medicine, Hokkaido Medical Center for Child Health and Rehabilitation, Sapporo, Hokkaido, Japan
| | - Tsugumi Hosokawa Seino
- Division of Rehabilitation Medicine, Tomakomai City Hospital, Tomakomai, Hokkaido, Japan
| | - Nobuaki Himuro
- Department of Public Health, School of Medicine, Sapporo Medical University, Sapporo, Hokkaido, Japan
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Piscitelli D, Ferrarello F, Ugolini A, Verola S, Pellicciari L. Measurement properties of the Gross Motor Function Classification System, Gross Motor Function Classification System-Expanded & Revised, Manual Ability Classification System, and Communication Function Classification System in cerebral palsy: a systematic review with meta-analysis. Dev Med Child Neurol 2021; 63:1251-1261. [PMID: 34028793 DOI: 10.1111/dmcn.14910] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 03/30/2021] [Indexed: 01/15/2023]
Abstract
AIM To systematically review and meta-analyse the measurement properties of the Gross Motor Function Classification System (GMFCS), Gross Motor Function Classification System-Expanded & Revised (GMFCS-E&R), Manual Ability Classification System (MACS), and Communication Function Classification System (CFCS) in children with cerebral palsy (CP). METHOD Six databases were searched. Articles on the measurement properties of the GMFCS, GMFCS-E&R, MACS, and CFCS administered to children with CP were included. Quality was assessed by means of the COnsensus-based Standards for the selection of health Measurement INstruments (COSMIN) Risk of Bias checklist. The level and grading of evidence were defined for each measurement property. RESULTS Forty-four articles were included in the systematic review and 37 articles were included in the meta-analysis. The level (grading) of evidence was strong (positive) for reliability and construct validity. Content validity displayed an unknown level of evidence for the GMFCS, limited evidence (positive) for the MACS, and moderate evidence (positive) for the CFCS. There was moderate (positive) evidence for measurement error in the GMFCS and MACS. The level of evidence for responsiveness was unknown. No studies investigated cross-cultural validity. INTERPRETATION These instruments can be used by health care professionals and caregivers to quantify the constructs needed to measure ability in children with CP. Current high-quality evidence supports the use of these tools to classify ability in children with CP. Adopting the COSMIN guidelines, content, and cross-cultural validity should be investigated further. What this paper adds Strong evidence supports the reliability and construct validity of the GMFCS, GMFCS-E&R, MACS, and CFCS as functional classification systems in children with cerebral palsy. The GMFCS, GMFCS-E&R, MACS, and CFCS can be used by both health care professionals and caregivers. The GMFCS, GMFCS-E&R, MACS, and CFCS should not be used to detect change.
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Affiliation(s)
- Daniele Piscitelli
- School of Physical and Occupational Therapy, McGill University, Montreal, Canada.,School of Medicine and Surgery, University of Milano Bicocca, Milan, Italy
| | | | | | - Sofia Verola
- Program in Physical Therapy, University of Florence, Florence, Italy
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Outcome of Community-Based Early Intervention and Rehabilitation for Children with Cerebral Palsy in Rural Bangladesh: A Quasi-Experimental Study. Brain Sci 2021; 11:brainsci11091189. [PMID: 34573210 PMCID: PMC8469407 DOI: 10.3390/brainsci11091189] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2021] [Revised: 09/01/2021] [Accepted: 09/02/2021] [Indexed: 02/01/2023] Open
Abstract
We evaluated the outcome of a community-based early intervention and habilitation for children with cerebral palsy (CP) in Bangladesh. Children registered on the Bangladesh CP Register (BCPR) were recruited in two groups for this study: Group A received a comprehensive six-month long community-based caregiver-led intervention program at the “Shishu Shorgo” (Bengali title, which translates to ‘Children’s Heaven’) Early Intervention and Rehabilitation Centres developed to support participants from the BCPR. Group B received standard care. A quasi-experimental study was conducted. Data were obtained at baseline, at the end of the program (i.e., 6 months), and at a 12-month follow-up. Outcome measures for children included gross motor functional measure (GMFM-66), Communication Function Classification System (CFCS), and Viking Speech Scale (VSS) and, for adult caregivers, the depression, anxiety, and stress scale (DASS 21). Between October 2016 and March 2017, 156 children with CP were recruited (77 in Group A and 79 in Group B). The total score of GMFM-66, CFCS level, and VSS level significantly improved statistically in Group A (p < 0.05 for all) and deteriorated in Group B (p < 0.001, p = 0.095, p = 0.232). The intervention showed promising outcomes particularly for children with CP under five years of age. There is a need for caregiver-led community-based programs for children with CP in LMICs.
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Piscitelli D, Geri T. Comment on "Shoulder Pain and Disability Index: Italian cross-cultural validation in patients with non-specific shoulder pain". Shoulder Elbow 2021; 13:354-355. [PMID: 34394731 PMCID: PMC8355645 DOI: 10.1177/1758573220945240] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Affiliation(s)
- Daniele Piscitelli
- School of Physical and Occupational Therapy, McGill University, Montreal, Canada
- School of Medicine and Surgery, University of
Milano-Bicocca, Milano, Italy
| | - Tommaso Geri
- Department of Neuroscience, Rehabilitation,
Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Campus of Savona, Savona, Italy
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Margelli M, Segat A, Raule M, Giacchetti C, Zanoli G, Pellicciari L. A reliability study of a novel visual ischemic palpation scale in an experimental setting. Musculoskelet Sci Pract 2021; 54:102384. [PMID: 33992885 DOI: 10.1016/j.msksp.2021.102384] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/18/2020] [Revised: 04/20/2021] [Accepted: 04/25/2021] [Indexed: 11/18/2022]
Abstract
BACKGROUND Manual palpation is an important part of the clinical examination and generally it has low reliability. The aim of this study was to assess the reliability of a novel method for discriminating 3 different levels of palpation force. METHODS This reliability study included 96 healthy physiotherapists and physiotherapy students, who have been taught a new palpation graduated procedure called Visual Ischemic Palpatory Scale (VIPS), aimed to classify the applied pressure based on the finger's ischemia. Force was recorded by a force measurement system putting sensor over a rigid surface. To study the characteristic of VIPS the analysis of variance (ANOVA), Spearman rank correlation coefficient, Intraclass Correlation Coefficient (ICC), Standard Error of Measurements (SEM), and Minimal Detectable Change (MDC) were calculated. RESULTS Three distinct degrees were found with distinct forces expression: 1st degree 76.04 g (95% CI 65.86-86.22), 2nd degree 307.87 g (95% CI 263.29-352.44) and 3rd degree 1319.48 g (CI 1204.73-1434.23). Male participants significantly recorded a greater force than females. Good to excellent reliability across degrees were found (0.89 [95% CI: 0.82-0.97]), and final agreement found that more than 65.6% of sample recorded a force in the cut-offs identified. SEM values became bigger as the recorded force increased and MDC were equal to 48.94 g, 188.73 g, and 379.24 g for 1st, 2nd, and 3rd degree, respectively. CONCLUSIONS VIPS would appear to have three distinct degrees, sex dependent, with specific force expression for each degree and a good to excellent intra-rater reliability, but a poor agreement between raters.
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Affiliation(s)
- Michele Margelli
- Faculty of Medicine and Surgery, Department of Clinical Ccience and Translation Medicine, University of Rome Tor Vergata, Roma, Italy; Faculty of Medicine and Surgery, Department of Morphology Surgery and Experimental Medicine, University of Ferrara, Ferrara, Italy; Studio Andreotti-Margelli Terapika, Ferrara, Italy.
| | | | - Maddalena Raule
- Faculty of Medicine and Surgery, Department of Morphology Surgery and Experimental Medicine, University of Ferrara, Ferrara, Italy.
| | - Caterina Giacchetti
- Faculty of Medicine and Surgery, Department of Morphology Surgery and Experimental Medicine, University of Ferrara, Ferrara, Italy.
| | - Gustavo Zanoli
- Faculty of Medicine and Surgery, Department of Morphology Surgery and Experimental Medicine, University of Ferrara, Ferrara, Italy; Casa di Cura SM Maddalena, Occhiobello, Italy.
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Ravizzotti E, Vercelli S, Pellicciari L, Furmanek MP, Zagnoni G, Piscitelli D. Reliability and Validity of the Trunk Control Measurement Scale Among Children and Adolescents With Cerebral Palsy in Tanzania. Percept Mot Skills 2020; 128:731-745. [PMID: 33357090 DOI: 10.1177/0031512520983701] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
The aim of this study was to investigate the reliability and validity of the Trunk Control Measurement Scale (TCMS) among children with cerebral palsy (CP) who were living in Tanzania. Two physiotherapy trainees, each blinded to the other's test findings, independently administered the TCMS to 38 children with CP (16 female; M age = 7.2, SD = 4.8 years) twice over sessions separated by a 30-day interval. We assessed internal consistency and intra/inter-rater reliability using Cronbach's alpha and the Intraclass Correlation Coefficient (ICC), respectively. We examined measurement error through Standard Error of Measurement (SEM) and Minimal Detectable Change (MDC). We assessed construct validity with Spearman's correlation coefficient between the TCMS and both the Gross Motor Function Classification System (GMFCS) and the Manual Ability Classification System (MACS). We found a frank floor effect. Internal consistency (α = 0.945) and reliability indices were excellent for the total scale (ICC for intra-rater reliability = 0.985, inter- reliability = 0.997) and for each sub-scale score. We found low values of SEM (1.7 points) and MDC (4.8 points). Construct validity was supported by moderate and strong correlations between the TCMS and the GMFCS and MACS in this sample. We conclude that the psychometric properties of the TMCS support its clinical and research use for youth with CP in low-income settings.
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Affiliation(s)
| | - Stefano Vercelli
- Laboratory of Ergonomics and Musculoskeletal Disorders Assessment, Division of Physical Medicine and Rehabilitation, Istituti Clinici Scientifici Maugeri, IRCCS, Pavia, Italy
| | | | - Mariusz P Furmanek
- Institute of Sport Sciences, The Jerzy Kukuczka Academy of Physical Education in Katowice, Katowice, Poland.,Department of Physical Therapy, Movement, and Rehabilitation Science, Bouvé College of Health Science, Northeastern University, Boston, Massachusetts. United States
| | - Giulia Zagnoni
- Nyumba Ali Organization, Bologna, Italy.,School of Medicine, Program in Physical Therapy, University of Bologna, Bologna, Italy
| | - Daniele Piscitelli
- Nyumba Ali Organization, Bologna, Italy.,School of Medicine and Surgery, University of Milano Bicocca, Milano, Italy
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Brindisino F, Pellicciari L, Lorusso M, Pennella D, Padua R, Di Bari M. Cross-cultural adaptation, reliability, and validity of the Italian version of the Shoulder Disability Questionnaire. Musculoskelet Sci Pract 2020; 46:102123. [PMID: 32217269 DOI: 10.1016/j.msksp.2020.102123] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/27/2019] [Revised: 01/20/2020] [Accepted: 01/25/2020] [Indexed: 01/12/2023]
Abstract
BACKGROUND The Shoulder Disability Questionnaire (SDQ) demonstrated promising psychometric properties, but currently there is no evidence of an Italian version. OBJECTIVE To cross-culturally adapt the Italian version of the SDQ (SDQ-I) and to explore its psychometric properties in patients with non-specific shoulder pain (SP). METHODS The SDQ-I was translated according to international guidelines and administered to 105 patients with SP. The SDQ-I scores were compared with Disabilities of the Arm, Shoulder, and Hand Questionnaire (DASH), Numerical Pain Rating Scale (NPRS), and 36-item Short Form Health Survey (SF-36). Structural validity (Exploratory Factor Analysis [EFA]), internal consistency (Cronbach's alpha), test-retest reliability (Intraclass Correlation Coefficient [ICC]), measurement error (Standard Error of the Measurement [SEM], Minimal Detectable Change [MDC]), and construct validity (hypothesis testing with correlation of the DASH, NPRS, and SF-36) were explored. RESULTS The EFA identified two subscales (activity and participation-psychosocial factors). The internal consistency was supported for activity (α = 0.78), but not for participation-psychosocial subscales (α = 0.45). Both subscales demonstrated high test-retest reliability (ICC = 0.97 [95%CI = 0.96-0.98] and ICC = 0.95 [95%CI = 0.93-0.97]), a SEM of 5.8% and 7.0%, and a MDC of 15% and 19% for the first and second subscale, respectively. Construct validity was satisfactory, as >75% of the expected correlations were met for each subscale. CONCLUSIONS The SDQ-I was successfully cross-cultural adapted into Italian and proved to be valid for patients with non-specific SP, but its reliability should be further assessed, as internal consistency of the participation-psychosocial subscale showed some psychometric flaws. Further research is needed to refine the instrument.
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Affiliation(s)
- Fabrizio Brindisino
- Department of Medicine and Health Science "Vincenzo Tiberio", University of Molise, Campobasso, Italy; Physiotherapy and Manual Therapy -FTM, Physiotherapy Clinic, Lecce, Italy.
| | - Leonardo Pellicciari
- Neurorehabilitation Research Laboratory, IRCCS San Raffaele Pisana, Rome, Italy.
| | - Mariangela Lorusso
- Department of Clinical Sciences and Translational Medicine, Tor Vergata University of Rome, Rome, Italy; "Equilibrio" Physiotherapy Clinic, Andria, BT, Italy.
| | - Denis Pennella
- Department of Medicine and Health Science "Vincenzo Tiberio", University of Molise, Campobasso, Italy; "Manual Therapy Lab" Clinic, Bari, Italy.
| | - Roberto Padua
- Orthopedics Working Group on Evidence Based Medicine, GLOBE, Rome, Italy; Unicamillus International University, Rome, Italy.
| | - Mauro Di Bari
- Research Unit of Medicine of Aging, Department of Experimental and Clinical Medicine, University of Florence, Florence, Italy; Unit of Geriatrics, Department of Medicine and Geriatrics, Azienda Ospedaliero-Universitaria Careggi, Florence, Italy.
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Bahrampour M, Norman R, Byrnes J, Downes M, Scuffham PA. Developing a cerebral palsy-specific preference-based measure for a six-dimensional classification system (CP-6D): protocol for a valuation study. BMJ Open 2019; 9:e029325. [PMID: 31515422 PMCID: PMC6747638 DOI: 10.1136/bmjopen-2019-029325] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/22/2019] [Revised: 07/22/2019] [Accepted: 08/02/2019] [Indexed: 11/04/2022] Open
Abstract
INTRODUCTION Cerebral palsy (CP) is a lifelong condition. The CP quality of life (CPQOL) instrument is a frequently used disease-specific instrument to assess health-related quality of life (HRQoL) in people with CP, but it cannot be used to generate quality-adjusted life years (QALY) which are the basis of cost utility analysis (CUA). Generic utility instruments (such as the EQ-5D or SF-6D) that are used to value HRQOL may be insensitive to small but important health changes in children with CP. This study aims to generate a preference-based scoring algorithm for the CP six dimensions (CP-6D), a classification system developed from the CPQOL. METHODS AND ANALYSIS A discrete choice experiment with duration (DCEtto) will be administrated to value health states described by the CP-6D classification system. These health states will be presented to members of Australian general population and parents of children with CP via an online survey. Conditional logit regression will be used to produce the utility algorithm for CP-6D. ETHICS AND DISSEMINATION The Griffith University Human Research Ethics Committee approved for the study (reference HREC/number 2018/913). The developed algorithm can be applied to previous and future economic evaluation of interventions and treatments targeting people with CP which have used either the CPQOL or CP-6D.
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Affiliation(s)
- Mina Bahrampour
- Centre of Applied Health Economics, Griffith University, Menzies Health Institute Queensland, Brisbane, Queensland, Australia
| | - Richard Norman
- School of Public Health, Curtin University, Perth, Western Australia, Australia
| | - Joshua Byrnes
- Centre of Applied Health Economics, Griffith University, Menzies Health Institute Queensland, Brisbane, Queensland, Australia
| | - Martin Downes
- Centre of Applied Health Economics, Griffith University, Menzies Health Institute Queensland, Brisbane, Queensland, Australia
| | - Paul A Scuffham
- Centre of Applied Health Economics, Griffith University, Menzies Health Institute Queensland, Brisbane, Queensland, Australia
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Mutlu A, Kara ÖK, Livanelioğlu A, Karahan S, Alkan H, Yardımcı BN, Hidecker MJC. Agreement between parents and clinicians on the communication function levels and relationship of classification systems of children with cerebral palsy. Disabil Health J 2018; 11:281-286. [DOI: 10.1016/j.dhjo.2017.11.001] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2017] [Revised: 10/12/2017] [Accepted: 11/11/2017] [Indexed: 12/01/2022]
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