Update readme.md - bitstomach re-format

format changed through bitstomach

Author: mackgalante

vignettes/social_loss_vignette/readme.md

@@ -139,18 +139,18 @@ This message template `is about` [<sub>(BP)</sub>](https://bioportal.bioontology
 The first stage of the pipeline analyzes performance to identify features of performance, such as comparisons and trends that are related to motivation. The analysis from this stage results in the following annotations:
 
 Alice's annotations indicate the presence of the following in her performance data this month:
-1. [Social comparator content <sub>(BP)</sub>](https://bioportal.bioontology.org/ontologies/PSDO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FPSDO_0000095)
-2. [Negative performance trend content <sub>(BP)</sub>](https://bioportal.bioontology.org/ontologies/PSDO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FPSDO_0000100)
-3. [Negative performance gap content <sub>(BP)</sub>](https://bioportal.bioontology.org/ontologies/PSDO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FPSDO_0000105) *regarding comparator:* [peer 90th percentile comparator <sub>(BP)</sub>](https://bioportal.bioontology.org/ontologies/PSDO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FPSDO_0000129)
-4. [Negative performance gap content <sub>(BP)</sub>](https://bioportal.bioontology.org/ontologies/PSDO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FPSDO_0000105) *regarding comparator:* [peer average comparator <sub>(BP)</sub>](https://bioportal.bioontology.org/ontologies/PSDO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FPSDO_0000126)
-5. [Loss content <sub>(BP)</sub>](https://bioportal.bioontology.org/ontologies/PSDO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FPSDO_0000113) *regarding comparator:* [Peer Average Comparator <sub>(BP)</sub>](https://bioportal.bioontology.org/ontologies/PSDO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FPSDO_0000126)
+1. `Social comparator content` [<sub>(BP)</sub>](https://bioportal.bioontology.org/ontologies/PSDO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FPSDO_0000095)
+2. `Negative performance trend content` [<sub>(BP)</sub>](https://bioportal.bioontology.org/ontologies/PSDO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FPSDO_0000100)
+3. `Negative performance gap content` [<sub>(BP)</sub>](https://bioportal.bioontology.org/ontologies/PSDO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FPSDO_0000105) *regarding comparator:* `peer 90th percentile comparator` [<sub>(BP)</sub>](https://bioportal.bioontology.org/ontologies/PSDO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FPSDO_0000129)
+4. `Negative performance gap content` [<sub>(BP)</sub>](https://bioportal.bioontology.org/ontologies/PSDO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FPSDO_0000105) *regarding comparator:* `peer average comparator` [<sub>(BP)</sub>](https://bioportal.bioontology.org/ontologies/PSDO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FPSDO_0000126)
+5. `Loss content` [<sub>(BP)</sub>](https://bioportal.bioontology.org/ontologies/PSDO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FPSDO_0000113) *regarding comparator:* `peer average comparator` [<sub>(BP)</sub>](https://bioportal.bioontology.org/ontologies/PSDO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FPSDO_0000126)
 
 Bob's annotations indicate the presence of the following in his performance data this month:
-1. [Social comparator content <sub>(BP)</sub>](https://bioportal.bioontology.org/ontologies/PSDO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FPSDO_0000095)
-2. [Negative performance trend content <sub>(BP)</sub>](https://bioportal.bioontology.org/ontologies/PSDO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FPSDO_0000100)
-3. [Negative performance gap content <sub>(BP)</sub>](https://bioportal.bioontology.org/ontologies/PSDO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FPSDO_0000105) *regarding comparator:* [peer 90th percentile comparator <sub>(BP)</sub>](https://bioportal.bioontology.org/ontologies/PSDO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FPSDO_0000129)
-4. [Positive performance gap content <sub>(BP)</sub>](https://bioportal.bioontology.org/ontologies/PSDO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FPSDO_0000104) *regarding comparator:* [peer average comparator <sub>(BP)</sub>](https://bioportal.bioontology.org/ontologies/PSDO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FPSDO_0000126)
-5. [Loss content <sub>(BP)</sub>](https://bioportal.bioontology.org/ontologies/PSDO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FPSDO_0000113) *regarding comparator:* [peer 90th percentile comparator <sub>(BP)</sub>](https://bioportal.bioontology.org/ontologies/PSDO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FPSDO_0000129)
+1. `Social comparator content` [<sub>(BP)</sub>](https://bioportal.bioontology.org/ontologies/PSDO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FPSDO_0000095)
+2. `Negative performance trend content` [<sub>(BP)</sub>](https://bioportal.bioontology.org/ontologies/PSDO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FPSDO_0000100)
+3. `Negative performance gap content` [<sub>(BP)</sub>](https://bioportal.bioontology.org/ontologies/PSDO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FPSDO_0000105) *regarding comparator:* `peer 90th percentile comparator` [<sub>(BP)</sub>](https://bioportal.bioontology.org/ontologies/PSDO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FPSDO_0000129)
+4. `Positive performance gap content` [<sub>(BP)</sub>](https://bioportal.bioontology.org/ontologies/PSDO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FPSDO_0000104) *regarding comparator:* `peer average comparator` [<sub>(BP)</sub>](https://bioportal.bioontology.org/ontologies/PSDO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FPSDO_0000126)
+5. `Loss content` [<sub>(BP)</sub>](https://bioportal.bioontology.org/ontologies/PSDO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FPSDO_0000113) *regarding comparator:* `peer 90th percentile comparator` [<sub>(BP)</sub>](https://bioportal.bioontology.org/ontologies/PSDO?p=classes&conceptid=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FPSDO_0000129)
 
 ### Candidate Message Generation (Candidate Smasher)
 The second stage of the pipeline creates possible messages by associating the annotations for Alice and Bob with each message template, so that two candidate messages are created for each person.