Bibliographic record
Abstract
BACKGROUND Morbid obesity (body mass index >40) has increased worldwide. The only long-term effective treatment for morbid obesity is bariatric surgery, with Roux-en-Y gastric bypass (RYGB) being the most commonly used, typically resulting in about 25% weight loss. Previous research shows that patients often have unrealistic expectations of surgery. The Internet is now the most widely-used source of healthcare information, and studies show that most RYGB patients have accessed information about the procedure online and wish to come into contact with others who have had the surgery. It has also been shown that many patients have unrealistic expectations about the surgery, despite being given accurate information by healthcare staff. OBJECTIVE The aim of the present study was to describe shared values, feelings, and thoughts among forum posters visiting a web-based forum for those considering and/or undergoing bariatric surgery. METHODS The study was conducted as a cross-sectional observation study using qualitative contents analysis. The material consisted of an online discussion forum thread about bariatric surgery, with 498 posts. These were copied into a separate document, read and re-read in a familiarization process. Data was then coded into meaningful sections and grouped into categories, illustrated with suitable excerpts. RESULTS The following categories emerged from the analysis: a new life - anticipating dramatic changes of body and mind; b) negotiating the system and playing the waiting game; c) a means to an end - managing the pre-operative diet; and d) managing the attitudes of others. The results showed that many posters described the process of bariatric surgery as a journey, riddled with roadblocks, setbacks and trials, but also with joy and great expectations of a new and better life. They struggled with the pre-operative weight loss diet, and many feared negative comments from their surroundings, but the posters provided constant emotional support, information and encouragement to each other in the discussion forum. CONCLUSIONS The results show that the process of making a decision to undergo surgery, and navigating the healthcare system, the preoperative preparations and the reactions of friends and family, can be seen as a journey. As such, it is a process wraught with roadblocks, setbacks and struggles, during which the forum posters provide practical, emotional and social support for each other. Professionals who encounter this group should be aware of their need for support throughout the process, and investigate the possibility of both pre- and postoperative support groups, either online or face-to-face.
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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 | 0.001 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.010 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.821 | 0.709 |
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".