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. 2023 Oct 30;17:1234085. doi: 10.3389/fnhum.2023.1234085

Table 1.

Examples, inter-rater reliability, and frequency of use for each category and subcategory in the EEG-NF arm.

Category Example Cohen’s kappa coefficient n % useda
Behavior 1.00 94 40.52%
Relaxation I tried to relax 62 26.72%
Breathing Paid attention to breathing steadily 45 19.40%
Physical activity Pressed tongue against upper jaw 5 2.16%
Concentration 0.69 30 12.93%
Concentration on task Directing all [mental] energy toward the task 11 4.74%
Concentration on self/body Feeling [the] feet firmly on the ground 7 3.02%
Concentration on surroundings Focus on the text on the monitor 14 6.03%
Distraction 62 54 12.93%
Distraction everyday life To-do lists in my head 21 9.05%
Distraction music/movies Train ride with specific people that always get in
Played/sang a song in my head, played a movie trailer in my head
32 13.79%
Distraction words/numbers Counted forwards and backwards 8 3.45%
Emotion 1.00 75 1.72%
Inducing positive emotions Thoughts of nice situations with grandchild 71 30.60%
Inducing negative emotions Negative thoughts, rejection 4 1.72%
Imagination 0.72 77 33.19%
Imagination of changed visual perception Looking for people in the meals 2 0.86%
Imagination of movement Sense of exercising/jogging 2 0.86%
Imagination of food defense Pushing the pictures away in my thoughts 0 0.00%
Imagination of food neutral Imagined how the food is made 16 6.90%
Imagination of food positive No prohibitions, enjoying small portions 15 6.47%
Imagination of food negative Concerning the sweets, I imagined all that sugar [in the depicted food] and pretended it was poison 17 7.33%
Imagination for positive self-motivation Imagined the new, healthy life I would have after weight reduction 32 13.79%
Imagination for negative self-motivation I saw myself as a very fat man 3 1.29%
Self-Talk 0.27 17 7.33%
Verbal avoidance of overeating When [shown] unhealthy food, I thought “Go away!” 7 3.02%
Verbal directed at self Sentences like “I am in control!,” “I decide, not the food” 11 4.74%
Thought 0.86 48 20.69%
Thoughts of nothing specific Tried to empty head 42 18.10%
Thoughts of food avoidance Seeing the food without thinking about it 7 3.02%
No strategyb Tried several things
Hard to explain
1 0.43%

EEG, electroencephalography; NF, neurofeedback; rtfNIRS, real-time functional near-infrared spectroscopy; N = 232. Percentage of subcategories refer to the number of reports of subcategory use relative to the total of N = 232 reports. Number of reports of subcategory may not sum up to the number of overarching categories because overarching categories were only assigned in a dichotomous format (yes/no).

a

Because the category scheme was derived across arms (rtfNIRS-NF, EEG-NF, and delayed rtfNIRS-NF), frequency of strategy use is more equally distributed upon joint consideration of arms as opposed to the separate consideration of strategy use in the EEG-NF arm only in this table.

b

The low number of participants using “No Strategy” potentially undermined the validity of inter-rater reliability analyzes.