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Nvivo v 12

Manufactured by Lumivero
Sourced in Australia, United States, United Kingdom

NVivo V.12 is a qualitative data analysis software developed by QSR International. It provides tools for organizing, analyzing, and visualizing unstructured data, such as interviews, focus groups, and documents. The software enables users to manage, explore, and uncover insights from complex qualitative and mixed-method research data.

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99 protocols using nvivo v 12

1

Qualitative Analysis of Stakeholder Perspectives

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Recordings from the interviews were transcribed verbatim by a professional transcriber, with quality supervision by TS. TS and JP independently reviewed and analysed the data using the framework method analysis.37 This method is used to organise and manage research through the process of summarisation, resulting in a robust and flexible matrix output which allows the researcher to analyse data both by case and theme.38 Following the thematic content analysis approach,39 40 we identified themes through careful reading and re-reading of the data, and the emerging patterns and themes became the categories for analysis. Using the analytical framework displayed in figure 1, we applied a broad deductive approach using pre-defined codes but allowed some open coding to ensure the essential aspects of the data were not missed. We classified, compared and charted the data into a framework matrix (see the online supplementary information 2). The charting involved summarising the data by the profile and role of the stakeholder(s) from each transcript, which included the review and comparison of data, across and within matrices. We used NVivo V.12 software (QSR International, Melbourne, Australia) to facilitate data management during analysis.
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2

Experiences of Comorbid T2DM and OA

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A semistructured interview guide was developed, framed around the research aims. The interview guide (online supplemental material) focused on the following topic areas: participants’ experiences living with T2DM and with OA, separately, and then their perspectives on the intersection between the two conditions. Interview guides were kept flexible and participants were encouraged to discuss any aspect of the topics that they felt were relevant. Finally, participants were asked their age group, gender, years since diagnosis of T2DM and treatments currently used, and years since diagnosis of knee OA. Residence (urban, suburban, rural) was determined by Rurality Index of Ontario.16 Level of knee OA pain was assessed using Western Ontario and McMaster Universities Osteoarthritis Index pain subscale,17 (link) and level of walking difficulty was assessed using the Heath Assessment Questionnaire18 (link) mobility item.
Interviews were conducted by telephone, by one of two researchers (EW or LKK). Interviews lasted 30–50 min. Interviews were audio recorded and transcribed verbatim. Data were managed using NVivo V.12 software (QSR International Pty Ltd., Burlington, MA, USA).
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3

Qualitative Analysis of Research Data

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Data analysis was performed using the Qualitative Analysis Guide of Leuven (QUAGOL)19 (link). This method is characterized by the repetitive process and team approach. It consists of two parts, each with five analysis steps: the first aims to determine a conceptual understanding of the research data as a whole and the second comprises the coding process. Two researchers (AS and NC) read and re-read the interview transcripts, discussed observations and ideas, then formulated initial codes. Themes were identified and organised in line with the acceptability framework. Alternating between various stages of the process was required as new data and themes emerged, resulting in interaction between different parts of the analysis. The process was continued until data saturation was reached; no new information was obtained from subsequent interviews and thus recruitment was stopped.20 NVivo V12 software (QSR International Pty Ltd (2018)) facilitated data management, organisation and analysis. To enhance the rigour of the study the 32-item Consolidated Criteria for Reporting Qualitative research checklist was used (COREQ).21 (link)
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4

Sustainable Rural Allied Health Workforce

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The audio-recordings were transcribed verbatim into separate Word documents and then checked by the author for accuracy against the original recording. The author assigned a unique identifier to each transcript denoting the service type: regional (ReHS) or rural (RuHS); the participant type: target AH staff (TAHS) or key informants (KI); and the interview number for that service and group type (e.g., ReHS-KI-6). The author then conducted a thematic analysis of the data using NVivo v12 software (QSR International) [17 (link)]. The WoP-RIF’s three domains—workplace/organisational, role/career and community/place—provided structure for the first level of analysis—coding and categorisation. Identification of emergent themes drew on the key influences on staff job and personal satisfaction under each WoP-RIF domain (see Table 1). These identified themes underpinned the development of a set of recommendations for each service to support a sustainable allied health workforce. Fourteen recommendations were made for the ReHS and 13 for the RuHS; 10 of these recommendations were common to both services. This paper focuses on the data underpinning these 10 shared recommendations because these are most likely to resonate with, and have utility for, other rural health services.
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5

Thematic Analysis of ACCHS Interviews

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Audio-recordings were transcribed by a professional transcriber and then checked for accuracy against the original recordings. Each interview was assigned a unique identifier. Three authors conducted a thematic analysis of the data taking an inductive approach. NVivo v12 software (QSR international) was used. Six initial interviews with participants who had different roles were read by two members of the research team who independently created initial codes. One author then coded all remaining transcripts to identify patterns in the codes and links between the codes thereby organising the data into meaningful themes [16 (link)]. To validate the emergent themes, three further interviews from each of the ACCHSs were independently coded by two of the research team members. Any disparities identified were discussed and resolved.
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6

Exploring Patient and Healthcare Provider Perspectives on Outpatient Care

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Written informed consent was obtained, including consent for audio recording and transcription. Patient focus groups were facilitated by an experienced qualitative researcher (R.M.) and observed by an additional investigator (M.J.B.). HCP focus groups were facilitated by two investigators (M.J.B. and C.L.H. or R.J.B.). Participants in all groups were invited to discuss perspectives on their care priorities when attending outpatient services (patient groups) and providing care (HCP groups). This included personal experiences of clinic attendance, opinions on patient-centred care and aspirations for future improvement. Groups followed a semi-structured format, with standardized prompt questions developed by the authors (Fig. 2) to promote discussion around care domains that could be addressed by a PREM, such as how care occurs, care content and impact on individuals. The question guide was informed by prior work on rheumatology patient experiences in published literature [24 , 25 (link)].
Focus groups were audio-recorded, transcribed verbatim using a professional transcription service, and imported for coding into NVivo v.12 software (QSR International).
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7

National Surgeon Leadership Interviews

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Pseudonymised demographic data will be collected from all participants to provide a descriptive and contextual picture of the participants working in each of the six hospitals, for example demographic details such a surgeon years in post and additional qualifications will be sought. Personally identifiable data used in the data pseudonymisation process will be collated in a password protected database which will be stored to enable member checking later in the course of analysis. In total, we anticipate conducting approximately 120–140 interviews over the course of the 5-year study. During the longitudinal data collection, we will seek to obtain a full dataset from each individual participant, hospital and year. During the cross-sectional national surgeon leadership interviews, it is possible that data saturation will be reached before the maximum number of planned interviews are conducted (n = 10). All interviews will be audio-recorded, professionally transcribed and processed in NVivo v12 software (QSR International 1999) [58 ].
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8

Exploring Psychological Impact of Eye Diagnosis

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This was an exploratory qualitative study. A narrative approach13 and inductive methods elicited in-depth experiences of participants when diagnosed with eye disease, the psychological impact of this and how this process could be improved. Data were collected through semistructured interviews. NVivo V.12 software (QSR International Ltd) was used to inductively analyse and code data to identify themes related to participants’ experience of being diagnosed and their interaction with clinicians.
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9

Qualitative Analysis of Research Data

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Data analysis was performed using the Qualitative Analysis Guide of Leuven (QUAGOL)19 (link). This method is characterized by the repetitive process and team approach. It consists of two parts, each with five analysis steps: the first aims to determine a conceptual understanding of the research data as a whole and the second comprises the coding process. Two researchers (AS and NC) read and re-read the interview transcripts, discussed observations and ideas, then formulated initial codes. Themes were identified and organised in line with the acceptability framework. Alternating between various stages of the process was required as new data and themes emerged, resulting in interaction between different parts of the analysis. The process was continued until data saturation was reached; no new information was obtained from subsequent interviews and thus recruitment was stopped.20 NVivo V12 software (QSR International Pty Ltd (2018)) facilitated data management, organisation and analysis. To enhance the rigour of the study the 32-item Consolidated Criteria for Reporting Qualitative research checklist was used (COREQ).21 (link)
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10

Exploring Patient and Healthcare Provider Perspectives on Outpatient Care

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Written informed consent was obtained, including consent for audio recording and transcription. Patient focus groups were facilitated by an experienced qualitative researcher (R.M.) and observed by an additional investigator (M.J.B.). HCP focus groups were facilitated by two investigators (M.J.B. and C.L.H. or R.J.B.). Participants in all groups were invited to discuss perspectives on their care priorities when attending outpatient services (patient groups) and providing care (HCP groups). This included personal experiences of clinic attendance, opinions on patient-centred care and aspirations for future improvement. Groups followed a semi-structured format, with standardized prompt questions developed by the authors (Fig. 2) to promote discussion around care domains that could be addressed by a PREM, such as how care occurs, care content and impact on individuals. The question guide was informed by prior work on rheumatology patient experiences in published literature [24 , 25 (link)].
Focus groups were audio-recorded, transcribed verbatim using a professional transcription service, and imported for coding into NVivo v.12 software (QSR International).
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