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After burn-in, we collected 50 Gibbs samples and derived the topic distributions by averaging over the samples (see Additional file 3: Section 5).

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Themes were organised under related concepts derived from the topic guide and thematic analysis.

Each of the 40 topics derived from the topic model was unique, as evident by a pairwise similarity assessment of topics using the Tanimoto method where the largest Tanimoto coefficient was only 0.2 for topics 22 and 30.

First, as summative research investigates the predefined effectiveness of a collaborative derived from the topic, it should be analyzed how this topic is created.

This implies that predetermined codes, derived from the topic list for the interviews, were used for the development of the initial framework (i.e. deductive approach).

Key issues, concepts and themes are identified by drawing on a priori issues and questions derived from the topic guide as well as issues raised by the respondents themselves and views and experiences that recur in the data.

We used Gibbs sampling to derive statistical estimates for the latent topic distributions of the LDA model, from which we derived the potential functional modules as described.

There is also a possibility that the long discussion segments have follow-up statements whose content derives from the topic of the start statement.

A number of inductive codes were then added to the previous themes derived from the interview topic guide.

Another specificity of labour in this sector is derived from this topic: the way these services are articulated (existing institutions, regulation and competition pressure) may affect both the quality of medical care and the pace of scientific research (and future scientific-technological progress as well).

We first introduce a dynamic model of attention growth and derive the distribution of trend durations for all topics.

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