Apply PI decisions: full construct library (rights approved), anon cap 200, drop CRS

PI approved including questionnaire items in public repos; library now
ships all 94 constructs (CRS removed per PI). Anonymous row cap 200.

.env.example

@@ -18,7 +18,7 @@
 
 # ---- Tiers and limits (defaults shown) ----
 # CCR_ANON_MAX_BYTES=2097152        # 2 MB anonymous upload cap
-# CCR_ANON_MAX_ROWS=500             # anonymous row cap per file
+# CCR_ANON_MAX_ROWS=200             # anonymous row cap per file (PI decision)
 # CCR_ANON_MAX_RUNS_PER_DAY=3       # anonymous runs/day, then sign-in
 # CCR_USER_MAX_SAVED_RUNS=15        # saved-run cap for signed-in users
 

MANUAL_TESTING.md

@@ -38,7 +38,7 @@ fake but every flow works; never use for real analysis).
 | `xlsx_upload_demo.xlsx` | Parses like a CSV |
 | a `.txt` or `.pdf` file | Rejected: unsupported file type |
 
-Anonymous limits (signed out): the Step 1 hint shows 2 MB / 500 rows and says
+Anonymous limits (signed out): the Step 1 hint shows 2 MB / 200 rows and says
 uploads are deleted after analysis. Upload `large_demo.csv` (800 rows): rejected
 with a "Sign in (top right)" message. Sign in and retry: accepted.
 

README.md

@@ -52,7 +52,8 @@ Configuration: copy `.env.example` to `.env` and fill what you need.
 
 - Do not upload sensitive or identifiable data to this shared dev instance; anonymous
   storage is ephemeral and the instance may reset.
-- The construct library here carries the 5 original seed scales; the lab's full
-  imported collection ships separately pending a redistribution-rights decision.
+- The construct library ships the lab's full collection (94 validated-scale
+  constructs + 5 seeds); wording verification against original publications is in
+  progress and unverified scales are flagged in the interface.
 - Tests: `cd backend && CCR_FAKE_EMBEDDINGS=1 python -m pytest -q` (64 tests, no ML
   downloads needed).

backend/app/auth.py

@@ -38,7 +38,7 @@ RUNS_COOKIE_NAME = "ccr_runs"
 _SECRET = (os.environ.get("CCR_SESSION_SECRET") or secrets.token_hex(32)).encode()
 
 ANON_MAX_BYTES_DEFAULT = 2 * 1024 * 1024
-ANON_MAX_ROWS_DEFAULT = 500
+ANON_MAX_ROWS_DEFAULT = 200  # PI decision 2026-07-14 (was 500)
 ANON_MAX_RUNS_PER_DAY_DEFAULT = 3
 USER_MAX_SAVED_RUNS_DEFAULT = 15
 ANON_TTL_HOURS_DEFAULT = 0  # 0 = purge disabled (local dev); deployments set 24

packages/construct_library/constructs/6_item_de_jong_gierveld_loneliness_scale_emotional_loneliness.yaml

@@ -0,0 +1,24 @@
+construct_id: 6_item_de_jong_gierveld_loneliness_scale_emotional_loneliness
+version: 1
+name: Emotional loneliness (6-item De Jong Gierveld Loneliness Scale)
+language: en
+category: Loneliness
+description: Loneliness - Emotional loneliness dimension of the 6-item De Jong Gierveld Loneliness Scale.
+citation: De Jong Gierveld, J., & Van Tilburg, T. (2006). A 6-item scale for overall, emotional, and social
+  loneliness. Research on Aging, 28(5), 582–598. https://doi.org/10.1177/0164027506289723
+verification_status: needs_verification
+source_url: https://www.nyc.gov/assets/dfta/downloads/pdf/about/dejong_gierveld_loneliness_scale.pdf
+rights_note: Government/institutional PDF provides the items; verify permission for commercial redistribution.
+questionnaire: 6-item De Jong Gierveld Loneliness Scale
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: 6_item_de_jong_gierveld_loneliness_scale_emotional_loneliness_1
+  text: I experience a general sense of emptiness
+  reverse_scored: false
+- item_id: 6_item_de_jong_gierveld_loneliness_scale_emotional_loneliness_2
+  text: I miss having people around me
+  reverse_scored: false
+- item_id: 6_item_de_jong_gierveld_loneliness_scale_emotional_loneliness_3
+  text: I often feel rejected
+  reverse_scored: false

packages/construct_library/constructs/6_item_de_jong_gierveld_loneliness_scale_social_loneliness.yaml

@@ -0,0 +1,24 @@
+construct_id: 6_item_de_jong_gierveld_loneliness_scale_social_loneliness
+version: 1
+name: Social loneliness (6-item De Jong Gierveld Loneliness Scale)
+language: en
+category: Loneliness
+description: Loneliness - Social loneliness dimension of the 6-item De Jong Gierveld Loneliness Scale.
+citation: De Jong Gierveld, J., & Van Tilburg, T. (2006). A 6-item scale for overall, emotional, and social
+  loneliness. Research on Aging, 28(5), 582–598. https://doi.org/10.1177/0164027506289723
+verification_status: needs_verification
+source_url: https://www.nyc.gov/assets/dfta/downloads/pdf/about/dejong_gierveld_loneliness_scale.pdf
+rights_note: Government/institutional PDF provides the items; verify permission for commercial redistribution.
+questionnaire: 6-item De Jong Gierveld Loneliness Scale
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: 6_item_de_jong_gierveld_loneliness_scale_social_loneliness_4
+  text: There are plenty of people I can rely on when I have problems
+  reverse_scored: false
+- item_id: 6_item_de_jong_gierveld_loneliness_scale_social_loneliness_5
+  text: There are many people I can trust completely
+  reverse_scored: false
+- item_id: 6_item_de_jong_gierveld_loneliness_scale_social_loneliness_6
+  text: There are enough people I feel close to
+  reverse_scored: false

packages/construct_library/constructs/adult_hope_scale_agency.yaml

@@ -0,0 +1,29 @@
+construct_id: adult_hope_scale_agency
+version: 1
+name: Agency (Adult Hope Scale)
+language: en
+category: Hope
+description: Hope - Agency dimension of the Adult Hope Scale.
+citation: 'Snyder, C. R., Harris, C., Anderson, J. R., Holleran, S. A., Irving, L. M., Sigmon, S. T.,
+  Yoshinobu, L., Gibb, J., Langelle, C., & Harney, P. (1991). The will and the ways: Development and validation
+  of an individual-differences measure of hope. Journal of Personality and Social Psychology, 60(4), 570–585.
+  https://doi.org/10.1037/0022-3514.60.4.570'
+verification_status: needs_verification
+source_url: https://ppc.sas.upenn.edu/sites/default/files/hopescale.pdf
+rights_note: University research center-hosted questionnaire; verify permission for commercial redistribution.
+questionnaire: Adult Hope Scale
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: adult_hope_scale_agency_2
+  text: I energetically pursue my goals.
+  reverse_scored: false
+- item_id: adult_hope_scale_agency_9
+  text: My past experiences have prepared me well for my future.
+  reverse_scored: false
+- item_id: adult_hope_scale_agency_10
+  text: I’ve been pretty successful in life.
+  reverse_scored: false
+- item_id: adult_hope_scale_agency_12
+  text: I meet the goals that I set for myself.
+  reverse_scored: false

packages/construct_library/constructs/adult_hope_scale_pathways.yaml

@@ -0,0 +1,29 @@
+construct_id: adult_hope_scale_pathways
+version: 1
+name: Pathways (Adult Hope Scale)
+language: en
+category: Hope
+description: Hope - Pathways dimension of the Adult Hope Scale.
+citation: 'Snyder, C. R., Harris, C., Anderson, J. R., Holleran, S. A., Irving, L. M., Sigmon, S. T.,
+  Yoshinobu, L., Gibb, J., Langelle, C., & Harney, P. (1991). The will and the ways: Development and validation
+  of an individual-differences measure of hope. Journal of Personality and Social Psychology, 60(4), 570–585.
+  https://doi.org/10.1037/0022-3514.60.4.570'
+verification_status: needs_verification
+source_url: https://ppc.sas.upenn.edu/sites/default/files/hopescale.pdf
+rights_note: University research center-hosted questionnaire; verify permission for commercial redistribution.
+questionnaire: Adult Hope Scale
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: adult_hope_scale_pathways_1
+  text: I can think of many ways to get out of a jam.
+  reverse_scored: false
+- item_id: adult_hope_scale_pathways_4
+  text: There are lots of ways around any problem.
+  reverse_scored: false
+- item_id: adult_hope_scale_pathways_6
+  text: I can think of many ways to get the things in life that are most important to me.
+  reverse_scored: false
+- item_id: adult_hope_scale_pathways_8
+  text: Even when others get discouraged, I know I can find a way to solve the problem.
+  reverse_scored: false

packages/construct_library/constructs/bas_2.yaml

@@ -0,0 +1,47 @@
+construct_id: bas_2
+version: 1
+name: Body Appreciation Scale-2 (BAS-2)
+language: en
+category: Body appreciation / body image
+description: Body appreciation / body image - Body Appreciation Scale-2 (BAS-2).
+citation: 'Tylka, T. L., & Wood-Barcalow, N. L. (2015). The Body Appreciation Scale-2: Item refinement
+  and psychometric evaluation. Body Image, 12, 53–67. https://doi.org/10.1016/j.bodyim.2014.09.006'
+verification_status: needs_verification
+source_url: https://emerge.ucsd.edu/r_4dsm5/body-appreciation-scale-2/
+rights_note: Research center item page; verify permission for commercial redistribution.
+questionnaire: Body Appreciation Scale-2 (BAS-2)
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: bas_2_1
+  text: I respect my body.
+  reverse_scored: false
+- item_id: bas_2_2
+  text: I feel good about my body.
+  reverse_scored: false
+- item_id: bas_2_3
+  text: I feel that my body has at least some good qualities.
+  reverse_scored: false
+- item_id: bas_2_4
+  text: I take a positive attitude towards my body.
+  reverse_scored: false
+- item_id: bas_2_5
+  text: I am attentive to my body's needs.
+  reverse_scored: false
+- item_id: bas_2_6
+  text: I feel love for my body.
+  reverse_scored: false
+- item_id: bas_2_7
+  text: I appreciate the different and unique characteristics of my body.
+  reverse_scored: false
+- item_id: bas_2_8
+  text: My behavior reveals my positive attitude toward my body; for example, I hold my head high and
+    smile.
+  reverse_scored: false
+- item_id: bas_2_9
+  text: I am comfortable in my body.
+  reverse_scored: false
+- item_id: bas_2_10
+  text: I feel like I am beautiful even if I am different from media images of attractive people (e.g.,
+    models, actresses/actors).
+  reverse_scored: false

packages/construct_library/constructs/brief_cope_acceptance.yaml

@@ -0,0 +1,21 @@
+construct_id: brief_cope_acceptance
+version: 1
+name: Acceptance (Brief COPE)
+language: en
+category: Coping
+description: Coping - Acceptance dimension of the Brief COPE.
+citation: 'Carver, C. S. (1997). You want to measure coping but your protocol’s too long: Consider the
+  Brief COPE. International Journal of Behavioral Medicine, 4(1), 92–100. https://doi.org/10.1207/s15327558ijbm0401_6'
+verification_status: needs_verification
+source_url: https://www.psy.miami.edu/faculty/ccarver/brief-cope.html
+rights_note: Author-hosted questionnaire; verify permission for commercial redistribution.
+questionnaire: Brief COPE
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: brief_cope_acceptance_20
+  text: I've been accepting the reality of the fact that it has happened.
+  reverse_scored: false
+- item_id: brief_cope_acceptance_24
+  text: I've been learning to live with it.
+  reverse_scored: false

packages/construct_library/constructs/brief_cope_active_coping.yaml

@@ -0,0 +1,21 @@
+construct_id: brief_cope_active_coping
+version: 1
+name: Active coping (Brief COPE)
+language: en
+category: Coping
+description: Coping - Active coping dimension of the Brief COPE.
+citation: 'Carver, C. S. (1997). You want to measure coping but your protocol’s too long: Consider the
+  Brief COPE. International Journal of Behavioral Medicine, 4(1), 92–100. https://doi.org/10.1207/s15327558ijbm0401_6'
+verification_status: needs_verification
+source_url: https://www.psy.miami.edu/faculty/ccarver/brief-cope.html
+rights_note: Author-hosted questionnaire; verify permission for commercial redistribution.
+questionnaire: Brief COPE
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: brief_cope_active_coping_2
+  text: I've been concentrating my efforts on doing something about the situation I'm in.
+  reverse_scored: false
+- item_id: brief_cope_active_coping_7
+  text: I've been taking action to try to make the situation better.
+  reverse_scored: false

packages/construct_library/constructs/brief_cope_behavioral_disengagement.yaml

@@ -0,0 +1,21 @@
+construct_id: brief_cope_behavioral_disengagement
+version: 1
+name: Behavioral disengagement (Brief COPE)
+language: en
+category: Coping
+description: Coping - Behavioral disengagement dimension of the Brief COPE.
+citation: 'Carver, C. S. (1997). You want to measure coping but your protocol’s too long: Consider the
+  Brief COPE. International Journal of Behavioral Medicine, 4(1), 92–100. https://doi.org/10.1207/s15327558ijbm0401_6'
+verification_status: needs_verification
+source_url: https://www.psy.miami.edu/faculty/ccarver/brief-cope.html
+rights_note: Author-hosted questionnaire; verify permission for commercial redistribution.
+questionnaire: Brief COPE
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: brief_cope_behavioral_disengagement_6
+  text: I've been giving up trying to deal with it.
+  reverse_scored: false
+- item_id: brief_cope_behavioral_disengagement_16
+  text: I've been giving up the attempt to cope.
+  reverse_scored: false

packages/construct_library/constructs/brief_cope_denial.yaml

@@ -0,0 +1,21 @@
+construct_id: brief_cope_denial
+version: 1
+name: Denial (Brief COPE)
+language: en
+category: Coping
+description: Coping - Denial dimension of the Brief COPE.
+citation: 'Carver, C. S. (1997). You want to measure coping but your protocol’s too long: Consider the
+  Brief COPE. International Journal of Behavioral Medicine, 4(1), 92–100. https://doi.org/10.1207/s15327558ijbm0401_6'
+verification_status: needs_verification
+source_url: https://www.psy.miami.edu/faculty/ccarver/brief-cope.html
+rights_note: Author-hosted questionnaire; verify permission for commercial redistribution.
+questionnaire: Brief COPE
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: brief_cope_denial_3
+  text: I've been saying to myself "this isn't real."
+  reverse_scored: false
+- item_id: brief_cope_denial_8
+  text: I've been refusing to believe that it has happened.
+  reverse_scored: false

packages/construct_library/constructs/brief_cope_humor.yaml

@@ -0,0 +1,21 @@
+construct_id: brief_cope_humor
+version: 1
+name: Humor (Brief COPE)
+language: en
+category: Coping
+description: Coping - Humor dimension of the Brief COPE.
+citation: 'Carver, C. S. (1997). You want to measure coping but your protocol’s too long: Consider the
+  Brief COPE. International Journal of Behavioral Medicine, 4(1), 92–100. https://doi.org/10.1207/s15327558ijbm0401_6'
+verification_status: needs_verification
+source_url: https://www.psy.miami.edu/faculty/ccarver/brief-cope.html
+rights_note: Author-hosted questionnaire; verify permission for commercial redistribution.
+questionnaire: Brief COPE
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: brief_cope_humor_18
+  text: I've been making jokes about it.
+  reverse_scored: false
+- item_id: brief_cope_humor_28
+  text: I've been making fun of the situation.
+  reverse_scored: false

packages/construct_library/constructs/brief_cope_planning.yaml

@@ -0,0 +1,21 @@
+construct_id: brief_cope_planning
+version: 1
+name: Planning (Brief COPE)
+language: en
+category: Coping
+description: Coping - Planning dimension of the Brief COPE.
+citation: 'Carver, C. S. (1997). You want to measure coping but your protocol’s too long: Consider the
+  Brief COPE. International Journal of Behavioral Medicine, 4(1), 92–100. https://doi.org/10.1207/s15327558ijbm0401_6'
+verification_status: needs_verification
+source_url: https://www.psy.miami.edu/faculty/ccarver/brief-cope.html
+rights_note: Author-hosted questionnaire; verify permission for commercial redistribution.
+questionnaire: Brief COPE
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: brief_cope_planning_14
+  text: I've been trying to come up with a strategy about what to do.
+  reverse_scored: false
+- item_id: brief_cope_planning_25
+  text: I've been thinking hard about what steps to take.
+  reverse_scored: false

packages/construct_library/constructs/brief_cope_positive_reframing.yaml

@@ -0,0 +1,21 @@
+construct_id: brief_cope_positive_reframing
+version: 1
+name: Positive reframing (Brief COPE)
+language: en
+category: Coping
+description: Coping - Positive reframing dimension of the Brief COPE.
+citation: 'Carver, C. S. (1997). You want to measure coping but your protocol’s too long: Consider the
+  Brief COPE. International Journal of Behavioral Medicine, 4(1), 92–100. https://doi.org/10.1207/s15327558ijbm0401_6'
+verification_status: needs_verification
+source_url: https://www.psy.miami.edu/faculty/ccarver/brief-cope.html
+rights_note: Author-hosted questionnaire; verify permission for commercial redistribution.
+questionnaire: Brief COPE
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: brief_cope_positive_reframing_12
+  text: I've been trying to see it in a different light, to make it seem more positive.
+  reverse_scored: false
+- item_id: brief_cope_positive_reframing_17
+  text: I've been looking for something good in what is happening.
+  reverse_scored: false

packages/construct_library/constructs/brief_cope_religion.yaml

@@ -0,0 +1,21 @@
+construct_id: brief_cope_religion
+version: 1
+name: Religion (Brief COPE)
+language: en
+category: Coping
+description: Coping - Religion dimension of the Brief COPE.
+citation: 'Carver, C. S. (1997). You want to measure coping but your protocol’s too long: Consider the
+  Brief COPE. International Journal of Behavioral Medicine, 4(1), 92–100. https://doi.org/10.1207/s15327558ijbm0401_6'
+verification_status: needs_verification
+source_url: https://www.psy.miami.edu/faculty/ccarver/brief-cope.html
+rights_note: Author-hosted questionnaire; verify permission for commercial redistribution.
+questionnaire: Brief COPE
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: brief_cope_religion_22
+  text: I've been trying to find comfort in my religion or spiritual beliefs.
+  reverse_scored: false
+- item_id: brief_cope_religion_27
+  text: I've been praying or meditating.
+  reverse_scored: false

packages/construct_library/constructs/brief_cope_self_blame.yaml

@@ -0,0 +1,21 @@
+construct_id: brief_cope_self_blame
+version: 1
+name: Self-blame (Brief COPE)
+language: en
+category: Coping
+description: Coping - Self-blame dimension of the Brief COPE.
+citation: 'Carver, C. S. (1997). You want to measure coping but your protocol’s too long: Consider the
+  Brief COPE. International Journal of Behavioral Medicine, 4(1), 92–100. https://doi.org/10.1207/s15327558ijbm0401_6'
+verification_status: needs_verification
+source_url: https://www.psy.miami.edu/faculty/ccarver/brief-cope.html
+rights_note: Author-hosted questionnaire; verify permission for commercial redistribution.
+questionnaire: Brief COPE
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: brief_cope_self_blame_13
+  text: I’ve been criticizing myself.
+  reverse_scored: false
+- item_id: brief_cope_self_blame_26
+  text: I’ve been blaming myself for things that happened.
+  reverse_scored: false

packages/construct_library/constructs/brief_cope_self_distraction.yaml

@@ -0,0 +1,22 @@
+construct_id: brief_cope_self_distraction
+version: 1
+name: Self-distraction (Brief COPE)
+language: en
+category: Coping
+description: Coping - Self-distraction dimension of the Brief COPE.
+citation: 'Carver, C. S. (1997). You want to measure coping but your protocol’s too long: Consider the
+  Brief COPE. International Journal of Behavioral Medicine, 4(1), 92–100. https://doi.org/10.1207/s15327558ijbm0401_6'
+verification_status: needs_verification
+source_url: https://www.psy.miami.edu/faculty/ccarver/brief-cope.html
+rights_note: Author-hosted questionnaire; verify permission for commercial redistribution.
+questionnaire: Brief COPE
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: brief_cope_self_distraction_1
+  text: I've been turning to work or other activities to take my mind off things.
+  reverse_scored: false
+- item_id: brief_cope_self_distraction_19
+  text: I've been doing something to think about it less, such as going to movies, watching TV, reading,
+    daydreaming, sleeping, or shopping.
+  reverse_scored: false

packages/construct_library/constructs/brief_cope_substance_use.yaml

@@ -0,0 +1,21 @@
+construct_id: brief_cope_substance_use
+version: 1
+name: Substance use (Brief COPE)
+language: en
+category: Coping
+description: Coping - Substance use dimension of the Brief COPE.
+citation: 'Carver, C. S. (1997). You want to measure coping but your protocol’s too long: Consider the
+  Brief COPE. International Journal of Behavioral Medicine, 4(1), 92–100. https://doi.org/10.1207/s15327558ijbm0401_6'
+verification_status: needs_verification
+source_url: https://www.psy.miami.edu/faculty/ccarver/brief-cope.html
+rights_note: Author-hosted questionnaire; verify permission for commercial redistribution.
+questionnaire: Brief COPE
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: brief_cope_substance_use_4
+  text: I've been using alcohol or other drugs to make myself feel better.
+  reverse_scored: false
+- item_id: brief_cope_substance_use_11
+  text: I've been using alcohol or other drugs to help me get through it.
+  reverse_scored: false

packages/construct_library/constructs/brief_cope_use_of_emotional_support.yaml

@@ -0,0 +1,21 @@
+construct_id: brief_cope_use_of_emotional_support
+version: 1
+name: Use of emotional support (Brief COPE)
+language: en
+category: Coping
+description: Coping - Use of emotional support dimension of the Brief COPE.
+citation: 'Carver, C. S. (1997). You want to measure coping but your protocol’s too long: Consider the
+  Brief COPE. International Journal of Behavioral Medicine, 4(1), 92–100. https://doi.org/10.1207/s15327558ijbm0401_6'
+verification_status: needs_verification
+source_url: https://www.psy.miami.edu/faculty/ccarver/brief-cope.html
+rights_note: Author-hosted questionnaire; verify permission for commercial redistribution.
+questionnaire: Brief COPE
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: brief_cope_use_of_emotional_support_5
+  text: I've been getting emotional support from others.
+  reverse_scored: false
+- item_id: brief_cope_use_of_emotional_support_15
+  text: I've been getting comfort and understanding from someone.
+  reverse_scored: false

packages/construct_library/constructs/brief_cope_use_of_instrumental_support.yaml

@@ -0,0 +1,21 @@
+construct_id: brief_cope_use_of_instrumental_support
+version: 1
+name: Use of instrumental support (Brief COPE)
+language: en
+category: Coping
+description: Coping - Use of instrumental support dimension of the Brief COPE.
+citation: 'Carver, C. S. (1997). You want to measure coping but your protocol’s too long: Consider the
+  Brief COPE. International Journal of Behavioral Medicine, 4(1), 92–100. https://doi.org/10.1207/s15327558ijbm0401_6'
+verification_status: needs_verification
+source_url: https://www.psy.miami.edu/faculty/ccarver/brief-cope.html
+rights_note: Author-hosted questionnaire; verify permission for commercial redistribution.
+questionnaire: Brief COPE
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: brief_cope_use_of_instrumental_support_10
+  text: I’ve been getting help and advice from other people.
+  reverse_scored: false
+- item_id: brief_cope_use_of_instrumental_support_23
+  text: I’ve been trying to get advice or help from other people about what to do.
+  reverse_scored: false

packages/construct_library/constructs/brief_cope_venting.yaml

@@ -0,0 +1,21 @@
+construct_id: brief_cope_venting
+version: 1
+name: Venting (Brief COPE)
+language: en
+category: Coping
+description: Coping - Venting dimension of the Brief COPE.
+citation: 'Carver, C. S. (1997). You want to measure coping but your protocol’s too long: Consider the
+  Brief COPE. International Journal of Behavioral Medicine, 4(1), 92–100. https://doi.org/10.1207/s15327558ijbm0401_6'
+verification_status: needs_verification
+source_url: https://www.psy.miami.edu/faculty/ccarver/brief-cope.html
+rights_note: Author-hosted questionnaire; verify permission for commercial redistribution.
+questionnaire: Brief COPE
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: brief_cope_venting_9
+  text: I've been saying things to let my unpleasant feelings escape.
+  reverse_scored: false
+- item_id: brief_cope_venting_21
+  text: I've been expressing my negative feelings.
+  reverse_scored: false

packages/construct_library/constructs/brs.yaml

@@ -0,0 +1,34 @@
+construct_id: brs
+version: 1
+name: Brief Resilience Scale (BRS)
+language: en
+category: Resilience
+description: Resilience - Brief Resilience Scale (BRS).
+citation: 'Smith, B. W., Dalen, J., Wiggins, K., Tooley, E., Christopher, P., & Bernard, J. (2008). The
+  Brief Resilience Scale: Assessing the ability to bounce back. International Journal of Behavioral Medicine,
+  15(3), 194–200. https://doi.org/10.1080/10705500802222972'
+verification_status: needs_verification
+source_url: https://www.researchgate.net/publication/223961567_The_Brief_Resilience_Scale_Assessing_the_Ability_to_Bounce_Back
+rights_note: Items are publicly visible in author paper copies; verify permission for commercial redistribution.
+questionnaire: Brief Resilience Scale (BRS)
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: brs_1
+  text: I tend to bounce back quickly after hard times.
+  reverse_scored: false
+- item_id: brs_2
+  text: I have a hard time making it through stressful events.
+  reverse_scored: false
+- item_id: brs_3
+  text: It does not take me long to recover from a stressful event.
+  reverse_scored: false
+- item_id: brs_4
+  text: It is hard for me to snap back when something bad happens.
+  reverse_scored: false
+- item_id: brs_5
+  text: I usually come through difficult times with little trouble.
+  reverse_scored: false
+- item_id: brs_6
+  text: I tend to take a long time to get over set-backs in my life.
+  reverse_scored: false

packages/construct_library/constructs/cage_questionnaire.yaml

@@ -0,0 +1,29 @@
+construct_id: cage_questionnaire
+version: 1
+name: CAGE Questionnaire
+language: en
+category: Alcohol use risk
+description: Alcohol use risk - CAGE Questionnaire. Screening tool only; not a diagnosis.
+citation: 'Ewing, J. A. (1984). Detecting alcoholism: The CAGE questionnaire. JAMA, 252(14), 1905–1907.
+  https://doi.org/10.1001/jama.1984.03350140051025'
+verification_status: needs_verification
+source_url: https://www.hopkinsmedicine.org/-/media/medicine/documents/cage-substance-screening-tool.pdf
+rights_note: Institutional clinical handout; verify permission for redistribution. Screening tool only;
+  not a diagnosis.
+questionnaire: CAGE Questionnaire
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: cage_questionnaire_1
+  text: Have you ever felt you ought to Cut down on your drinking?
+  reverse_scored: false
+- item_id: cage_questionnaire_2
+  text: Have people Annoyed you by criticizing your drinking?
+  reverse_scored: false
+- item_id: cage_questionnaire_3
+  text: Have you ever felt bad or Guilty about your drinking?
+  reverse_scored: false
+- item_id: cage_questionnaire_4
+  text: Have you ever had a drink first thing in the morning to steady your nerves or to get rid of a
+    hangover (Eye-opener)?
+  reverse_scored: false

packages/construct_library/constructs/cbi_client_related_burnout.yaml

@@ -0,0 +1,33 @@
+construct_id: cbi_client_related_burnout
+version: 1
+name: Client-related burnout (CBI)
+language: en
+category: Burnout
+description: Burnout - Client-related burnout dimension of the Copenhagen Burnout Inventory (CBI).
+citation: 'Kristensen, T. S., Borritz, M., Villadsen, E., & Christensen, K. B. (2005). The Copenhagen
+  Burnout Inventory: A new tool for the assessment of burnout. Work & Stress, 19(3), 192–207. https://doi.org/10.1080/02678370500297720'
+verification_status: needs_verification
+source_url: https://emerge.ucsd.edu/r_4dsm5/copenhagen-burnout-inventory-cbi/
+rights_note: Research center item page; verify permission for commercial redistribution.
+questionnaire: Copenhagen Burnout Inventory (CBI)
+reverse_flags_source: subconstruct_markers
+imported_from: lib.xlsx
+items:
+- item_id: cbi_client_related_burnout_14
+  text: Do you find it hard to work with clients?
+  reverse_scored: false
+- item_id: cbi_client_related_burnout_15
+  text: Do you find it frustrating to work with clients?
+  reverse_scored: false
+- item_id: cbi_client_related_burnout_16
+  text: Does it drain your energy to work with clients?
+  reverse_scored: false
+- item_id: cbi_client_related_burnout_17
+  text: Do you feel that you give more than you get back when you work with clients?
+  reverse_scored: false
+- item_id: cbi_client_related_burnout_18
+  text: Are you tired of working with clients?
+  reverse_scored: false
+- item_id: cbi_client_related_burnout_19
+  text: Do you sometimes wonder how long you will be able to continue working with clients?
+  reverse_scored: false

packages/construct_library/constructs/cbi_personal_burnout.yaml

@@ -0,0 +1,33 @@
+construct_id: cbi_personal_burnout
+version: 1
+name: Personal burnout (CBI)
+language: en
+category: Burnout
+description: Burnout - Personal burnout dimension of the Copenhagen Burnout Inventory (CBI).
+citation: 'Kristensen, T. S., Borritz, M., Villadsen, E., & Christensen, K. B. (2005). The Copenhagen
+  Burnout Inventory: A new tool for the assessment of burnout. Work & Stress, 19(3), 192–207. https://doi.org/10.1080/02678370500297720'
+verification_status: needs_verification
+source_url: https://emerge.ucsd.edu/r_4dsm5/copenhagen-burnout-inventory-cbi/
+rights_note: Research center item page; verify permission for commercial redistribution.
+questionnaire: Copenhagen Burnout Inventory (CBI)
+reverse_flags_source: subconstruct_markers
+imported_from: lib.xlsx
+items:
+- item_id: cbi_personal_burnout_1
+  text: How often do you feel tired?
+  reverse_scored: false
+- item_id: cbi_personal_burnout_2
+  text: How often are you physically exhausted?
+  reverse_scored: false
+- item_id: cbi_personal_burnout_3
+  text: How often are you emotionally exhausted?
+  reverse_scored: false
+- item_id: cbi_personal_burnout_4
+  text: 'How often do you think: "I can''t take it anymore"?'
+  reverse_scored: false
+- item_id: cbi_personal_burnout_5
+  text: How often do you feel worn out?
+  reverse_scored: false
+- item_id: cbi_personal_burnout_6
+  text: How often do you feel weak and susceptible to illness?
+  reverse_scored: false

packages/construct_library/constructs/cbi_work_related_burnout.yaml

@@ -0,0 +1,36 @@
+construct_id: cbi_work_related_burnout
+version: 1
+name: Work-related burnout (CBI)
+language: en
+category: Burnout
+description: Burnout - Work-related burnout dimension of the Copenhagen Burnout Inventory (CBI).
+citation: 'Kristensen, T. S., Borritz, M., Villadsen, E., & Christensen, K. B. (2005). The Copenhagen
+  Burnout Inventory: A new tool for the assessment of burnout. Work & Stress, 19(3), 192–207. https://doi.org/10.1080/02678370500297720'
+verification_status: needs_verification
+source_url: https://emerge.ucsd.edu/r_4dsm5/copenhagen-burnout-inventory-cbi/
+rights_note: Research center item page; verify permission for commercial redistribution.
+questionnaire: Copenhagen Burnout Inventory (CBI)
+reverse_flags_source: subconstruct_markers
+imported_from: lib.xlsx
+items:
+- item_id: cbi_work_related_burnout_7
+  text: Is your work emotionally exhausting?
+  reverse_scored: false
+- item_id: cbi_work_related_burnout_8
+  text: Do you feel burnt out because of your work?
+  reverse_scored: false
+- item_id: cbi_work_related_burnout_9
+  text: Does your work frustrate you?
+  reverse_scored: false
+- item_id: cbi_work_related_burnout_10
+  text: Do you feel worn out at the end of the working day?
+  reverse_scored: false
+- item_id: cbi_work_related_burnout_11
+  text: Are you exhausted in the morning at the thought of another day at work?
+  reverse_scored: false
+- item_id: cbi_work_related_burnout_12
+  text: Do you feel that every working hour is tiring for you?
+  reverse_scored: false
+- item_id: cbi_work_related_burnout_13
+  text: Do you have enough energy for family and friends during leisure time?
+  reverse_scored: true

packages/construct_library/constructs/dass_21_anxiety.yaml

@@ -0,0 +1,40 @@
+construct_id: dass_21_anxiety
+version: 1
+name: Anxiety (DASS-21)
+language: en
+category: Depression/anxiety/stress symptoms
+description: Depression/anxiety/stress symptoms - Anxiety dimension of the Depression Anxiety Stress Scales–21
+  (DASS-21). Screening tool only; not a diagnosis.
+citation: Lovibond, S. H., & Lovibond, P. F. (1995). Manual for the Depression Anxiety Stress Scales (2nd
+  ed.). Psychology Foundation of Australia.
+verification_status: needs_verification
+source_url: https://www2.psy.unsw.edu.au/dass/
+rights_note: DASS materials are publicly available and often described as public-domain; verify permission
+  for website redistribution. Screening tool only; not a diagnosis.
+questionnaire: Depression Anxiety Stress Scales–21 (DASS-21)
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: dass_21_anxiety_2
+  text: I was aware of dryness of my mouth
+  reverse_scored: false
+- item_id: dass_21_anxiety_4
+  text: I experienced breathing difficulty (e.g. excessively rapid breathing, breathlessness in the absence
+    of physical exertion)
+  reverse_scored: false
+- item_id: dass_21_anxiety_7
+  text: I experienced trembling (e.g. in the hands)
+  reverse_scored: false
+- item_id: dass_21_anxiety_9
+  text: I was worried about situations in which I might panic and make a fool of myself
+  reverse_scored: false
+- item_id: dass_21_anxiety_15
+  text: I felt I was close to panic
+  reverse_scored: false
+- item_id: dass_21_anxiety_19
+  text: I was aware of the action of my heart in the absence of physical exertion (e.g. sense of heart
+    rate increase, heart missing a beat)
+  reverse_scored: false
+- item_id: dass_21_anxiety_20
+  text: I felt scared without any good reason
+  reverse_scored: false

packages/construct_library/constructs/dass_21_depression.yaml

@@ -0,0 +1,38 @@
+construct_id: dass_21_depression
+version: 1
+name: Depression (DASS-21)
+language: en
+category: Depression/anxiety/stress symptoms
+description: Depression/anxiety/stress symptoms - Depression dimension of the Depression Anxiety Stress
+  Scales–21 (DASS-21). Screening tool only; not a diagnosis.
+citation: Lovibond, S. H., & Lovibond, P. F. (1995). Manual for the Depression Anxiety Stress Scales (2nd
+  ed.). Psychology Foundation of Australia.
+verification_status: needs_verification
+source_url: https://www2.psy.unsw.edu.au/dass/
+rights_note: DASS materials are publicly available and often described as public-domain; verify permission
+  for website redistribution. Screening tool only; not a diagnosis.
+questionnaire: Depression Anxiety Stress Scales–21 (DASS-21)
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: dass_21_depression_3
+  text: I couldn’t seem to experience any positive feeling at all
+  reverse_scored: false
+- item_id: dass_21_depression_5
+  text: I found it difficult to work up the initiative to do things
+  reverse_scored: false
+- item_id: dass_21_depression_10
+  text: I felt that I had nothing to look forward to
+  reverse_scored: false
+- item_id: dass_21_depression_13
+  text: I felt down-hearted and blue
+  reverse_scored: false
+- item_id: dass_21_depression_16
+  text: I was unable to become enthusiastic about anything
+  reverse_scored: false
+- item_id: dass_21_depression_17
+  text: I felt I wasn’t worth much as a person
+  reverse_scored: false
+- item_id: dass_21_depression_21
+  text: I felt that life was meaningless
+  reverse_scored: false

packages/construct_library/constructs/dass_21_stress.yaml

@@ -0,0 +1,38 @@
+construct_id: dass_21_stress
+version: 1
+name: Stress (DASS-21)
+language: en
+category: Depression/anxiety/stress symptoms
+description: Depression/anxiety/stress symptoms - Stress dimension of the Depression Anxiety Stress Scales–21
+  (DASS-21). Screening tool only; not a diagnosis.
+citation: Lovibond, S. H., & Lovibond, P. F. (1995). Manual for the Depression Anxiety Stress Scales (2nd
+  ed.). Psychology Foundation of Australia.
+verification_status: needs_verification
+source_url: https://www2.psy.unsw.edu.au/dass/
+rights_note: DASS materials are publicly available and often described as public-domain; verify permission
+  for website redistribution. Screening tool only; not a diagnosis.
+questionnaire: Depression Anxiety Stress Scales–21 (DASS-21)
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: dass_21_stress_1
+  text: I found it hard to wind down
+  reverse_scored: false
+- item_id: dass_21_stress_6
+  text: I tended to over-react to situations
+  reverse_scored: false
+- item_id: dass_21_stress_8
+  text: I felt that I was using a lot of nervous energy
+  reverse_scored: false
+- item_id: dass_21_stress_11
+  text: I found myself getting agitated
+  reverse_scored: false
+- item_id: dass_21_stress_12
+  text: I found it difficult to relax
+  reverse_scored: false
+- item_id: dass_21_stress_14
+  text: I was intolerant of anything that kept me from getting on with what I was doing
+  reverse_scored: false
+- item_id: dass_21_stress_18
+  text: I felt that I was rather touchy
+  reverse_scored: false

packages/construct_library/constructs/dirty_dozen_machiavellianism.yaml

@@ -0,0 +1,27 @@
+construct_id: dirty_dozen_machiavellianism
+version: 1
+name: Machiavellianism (Dirty Dozen)
+language: en
+category: Dark Triad
+description: Dark Triad - Machiavellianism dimension of the Dirty Dozen.
+citation: 'Jonason, P. K., & Webster, G. D. (2010). The Dirty Dozen: A concise measure of the Dark Triad.
+  Psychological Assessment, 22(2), 420–432. https://doi.org/10.1037/a0019265'
+verification_status: needs_verification
+source_url: https://www.researchgate.net/publication/44591108_The_Dirty_Dozen_A_Concise_Measure_of_the_Dark_Triad
+rights_note: Items are publicly visible in author-posted copies; verify permission for commercial redistribution.
+questionnaire: Dirty Dozen
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: dirty_dozen_machiavellianism_1
+  text: I tend to manipulate others to get my way.
+  reverse_scored: false
+- item_id: dirty_dozen_machiavellianism_2
+  text: I have used deceit or lied to get my way.
+  reverse_scored: false
+- item_id: dirty_dozen_machiavellianism_3
+  text: I have used flattery to get my way.
+  reverse_scored: false
+- item_id: dirty_dozen_machiavellianism_4
+  text: I tend to exploit others towards my own end.
+  reverse_scored: false

packages/construct_library/constructs/dirty_dozen_narcissism.yaml

@@ -0,0 +1,27 @@
+construct_id: dirty_dozen_narcissism
+version: 1
+name: Narcissism (Dirty Dozen)
+language: en
+category: Dark Triad
+description: Dark Triad - Narcissism dimension of the Dirty Dozen.
+citation: 'Jonason, P. K., & Webster, G. D. (2010). The Dirty Dozen: A concise measure of the Dark Triad.
+  Psychological Assessment, 22(2), 420–432. https://doi.org/10.1037/a0019265'
+verification_status: needs_verification
+source_url: https://www.researchgate.net/publication/44591108_The_Dirty_Dozen_A_Concise_Measure_of_the_Dark_Triad
+rights_note: Items are publicly visible in author-posted copies; verify permission for commercial redistribution.
+questionnaire: Dirty Dozen
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: dirty_dozen_narcissism_9
+  text: I tend to want others to admire me.
+  reverse_scored: false
+- item_id: dirty_dozen_narcissism_10
+  text: I tend to want others to pay attention to me.
+  reverse_scored: false
+- item_id: dirty_dozen_narcissism_11
+  text: I tend to seek prestige or status.
+  reverse_scored: false
+- item_id: dirty_dozen_narcissism_12
+  text: I tend to expect special favors from others.
+  reverse_scored: false

packages/construct_library/constructs/dirty_dozen_psychopathy.yaml

@@ -0,0 +1,27 @@
+construct_id: dirty_dozen_psychopathy
+version: 1
+name: Psychopathy (Dirty Dozen)
+language: en
+category: Dark Triad
+description: Dark Triad - Psychopathy dimension of the Dirty Dozen.
+citation: 'Jonason, P. K., & Webster, G. D. (2010). The Dirty Dozen: A concise measure of the Dark Triad.
+  Psychological Assessment, 22(2), 420–432. https://doi.org/10.1037/a0019265'
+verification_status: needs_verification
+source_url: https://www.researchgate.net/publication/44591108_The_Dirty_Dozen_A_Concise_Measure_of_the_Dark_Triad
+rights_note: Items are publicly visible in author-posted copies; verify permission for commercial redistribution.
+questionnaire: Dirty Dozen
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: dirty_dozen_psychopathy_5
+  text: I tend to lack remorse.
+  reverse_scored: false
+- item_id: dirty_dozen_psychopathy_6
+  text: I tend to be unconcerned with the morality of my actions.
+  reverse_scored: false
+- item_id: dirty_dozen_psychopathy_7
+  text: I tend to be callous or insensitive.
+  reverse_scored: false
+- item_id: dirty_dozen_psychopathy_8
+  text: I tend to be cynical.
+  reverse_scored: false

packages/construct_library/constructs/ecr_rs_anxiety.yaml

@@ -0,0 +1,26 @@
+construct_id: ecr_rs_anxiety
+version: 1
+name: Anxiety (ECR-RS)
+language: en
+category: Adult attachment
+description: Adult attachment - Anxiety dimension of the Experiences in Close Relationships—Relationship
+  Structures questionnaire (ECR-RS).
+citation: 'Fraley, R. C., Heffernan, M. E., Vicary, A. M., & Brumbaugh, C. C. (2011). The Experiences
+  in Close Relationships—Relationship Structures questionnaire: A method for assessing attachment orientations
+  across relationships. Psychological Assessment, 23(3), 615–625. https://doi.org/10.1037/a0022898'
+verification_status: needs_verification
+source_url: https://labs.psychology.illinois.edu/~rcfraley/measures/relstructures.htm
+rights_note: Author-hosted measure; verify permission for commercial redistribution.
+questionnaire: Experiences in Close Relationships—Relationship Structures questionnaire (ECR-RS)
+reverse_flags_source: subconstruct_markers
+imported_from: lib.xlsx
+items:
+- item_id: ecr_rs_anxiety_7
+  text: I often worry that this person doesn't really care for me.
+  reverse_scored: false
+- item_id: ecr_rs_anxiety_8
+  text: I'm afraid that this person may abandon me.
+  reverse_scored: false
+- item_id: ecr_rs_anxiety_9
+  text: I worry that this person won't care about me as much as I care about him or her.
+  reverse_scored: false

packages/construct_library/constructs/ecr_rs_avoidance.yaml

@@ -0,0 +1,35 @@
+construct_id: ecr_rs_avoidance
+version: 1
+name: Avoidance (ECR-RS)
+language: en
+category: Adult attachment
+description: Adult attachment - Avoidance dimension of the Experiences in Close Relationships—Relationship
+  Structures questionnaire (ECR-RS).
+citation: 'Fraley, R. C., Heffernan, M. E., Vicary, A. M., & Brumbaugh, C. C. (2011). The Experiences
+  in Close Relationships—Relationship Structures questionnaire: A method for assessing attachment orientations
+  across relationships. Psychological Assessment, 23(3), 615–625. https://doi.org/10.1037/a0022898'
+verification_status: needs_verification
+source_url: https://labs.psychology.illinois.edu/~rcfraley/measures/relstructures.htm
+rights_note: Author-hosted measure; verify permission for commercial redistribution.
+questionnaire: Experiences in Close Relationships—Relationship Structures questionnaire (ECR-RS)
+reverse_flags_source: subconstruct_markers
+imported_from: lib.xlsx
+items:
+- item_id: ecr_rs_avoidance_1
+  text: It helps to turn to this person in times of need.
+  reverse_scored: true
+- item_id: ecr_rs_avoidance_2
+  text: I usually discuss my problems and concerns with this person.
+  reverse_scored: true
+- item_id: ecr_rs_avoidance_3
+  text: I talk things over with this person.
+  reverse_scored: true
+- item_id: ecr_rs_avoidance_4
+  text: I find it easy to depend on this person.
+  reverse_scored: true
+- item_id: ecr_rs_avoidance_5
+  text: I don't feel comfortable opening up to this person.
+  reverse_scored: false
+- item_id: ecr_rs_avoidance_6
+  text: I prefer not to show this person how I feel deep down.
+  reverse_scored: false

packages/construct_library/constructs/erq_cognitive_reappraisal.yaml

@@ -0,0 +1,38 @@
+construct_id: erq_cognitive_reappraisal
+version: 1
+name: Cognitive reappraisal (ERQ)
+language: en
+category: Emotion regulation
+description: Emotion regulation - Cognitive reappraisal dimension of the Emotion Regulation Questionnaire
+  (ERQ).
+citation: 'Gross, J. J., & John, O. P. (2003). Individual differences in two emotion regulation processes:
+  Implications for affect, relationships, and well-being. Journal of Personality and Social Psychology,
+  85(2), 348–362. https://doi.org/10.1037/0022-3514.85.2.348'
+verification_status: needs_verification
+source_url: https://spl.stanford.edu/sites/g/files/sbiybj19321/files/media/file/english_0.pdf
+rights_note: Stanford Psychophysiology Lab-hosted questionnaire; verify permission for commercial redistribution.
+questionnaire: Emotion Regulation Questionnaire (ERQ)
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: erq_cognitive_reappraisal_1
+  text: When I want to feel more positive emotion (such as joy or amusement), I change what I'm thinking
+    about.
+  reverse_scored: false
+- item_id: erq_cognitive_reappraisal_3
+  text: When I want to feel less negative emotion (such as sadness or anger), I change what I'm thinking
+    about.
+  reverse_scored: false
+- item_id: erq_cognitive_reappraisal_5
+  text: When I'm faced with a stressful situation, I make myself think about it in a way that helps me
+    stay calm.
+  reverse_scored: false
+- item_id: erq_cognitive_reappraisal_7
+  text: When I want to feel more positive emotion, I change the way I'm thinking about the situation.
+  reverse_scored: false
+- item_id: erq_cognitive_reappraisal_8
+  text: I control my emotions by changing the way I think about the situation I'm in.
+  reverse_scored: false
+- item_id: erq_cognitive_reappraisal_10
+  text: When I want to feel less negative emotion, I change the way I'm thinking about the situation.
+  reverse_scored: false

packages/construct_library/constructs/erq_expressive_suppression.yaml

@@ -0,0 +1,29 @@
+construct_id: erq_expressive_suppression
+version: 1
+name: Expressive suppression (ERQ)
+language: en
+category: Emotion regulation
+description: Emotion regulation - Expressive suppression dimension of the Emotion Regulation Questionnaire
+  (ERQ).
+citation: 'Gross, J. J., & John, O. P. (2003). Individual differences in two emotion regulation processes:
+  Implications for affect, relationships, and well-being. Journal of Personality and Social Psychology,
+  85(2), 348–362. https://doi.org/10.1037/0022-3514.85.2.348'
+verification_status: needs_verification
+source_url: https://spl.stanford.edu/sites/g/files/sbiybj19321/files/media/file/english_0.pdf
+rights_note: Stanford Psychophysiology Lab-hosted questionnaire; verify permission for commercial redistribution.
+questionnaire: Emotion Regulation Questionnaire (ERQ)
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: erq_expressive_suppression_2
+  text: I keep my emotions to myself.
+  reverse_scored: false
+- item_id: erq_expressive_suppression_4
+  text: When I am feeling positive emotions, I am careful not to express them.
+  reverse_scored: false
+- item_id: erq_expressive_suppression_6
+  text: I control my emotions by not expressing them.
+  reverse_scored: false
+- item_id: erq_expressive_suppression_9
+  text: When I am feeling negative emotions, I make sure not to express them.
+  reverse_scored: false

packages/construct_library/constructs/flourishing_scale.yaml

@@ -0,0 +1,40 @@
+construct_id: flourishing_scale
+version: 1
+name: Flourishing Scale
+language: en
+category: Flourishing
+description: Flourishing - Flourishing Scale.
+citation: 'Diener, E., Wirtz, D., Tov, W., Kim-Prieto, C., Choi, D., Oishi, S., & Biswas-Diener, R. (2010).
+  New well-being measures: Short scales to assess flourishing and positive and negative feelings. Social
+  Indicators Research, 97, 143–156. https://doi.org/10.1007/s11205-009-9493-y'
+verification_status: needs_verification
+source_url: https://eddiener.com/scales/8-item-flourishing-scale/
+rights_note: Author-hosted scale page; verify permission for commercial redistribution.
+questionnaire: Flourishing Scale
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: flourishing_scale_1
+  text: I lead a purposeful and meaningful life.
+  reverse_scored: false
+- item_id: flourishing_scale_2
+  text: My social relationships are supportive and rewarding.
+  reverse_scored: false
+- item_id: flourishing_scale_3
+  text: I am engaged and interested in my daily activities.
+  reverse_scored: false
+- item_id: flourishing_scale_4
+  text: I actively contribute to the happiness and well-being of others.
+  reverse_scored: false
+- item_id: flourishing_scale_5
+  text: I am competent and capable in the activities that are important to me.
+  reverse_scored: false
+- item_id: flourishing_scale_6
+  text: I am a good person and live a good life.
+  reverse_scored: false
+- item_id: flourishing_scale_7
+  text: I am optimistic about my future.
+  reverse_scored: false
+- item_id: flourishing_scale_8
+  text: People respect me.
+  reverse_scored: false

packages/construct_library/constructs/gad_7.yaml

@@ -0,0 +1,37 @@
+construct_id: gad_7
+version: 1
+name: Generalized Anxiety Disorder-7 (GAD-7)
+language: en
+category: Anxiety symptoms
+description: Anxiety symptoms - Generalized Anxiety Disorder-7 (GAD-7). Screening tool only; not a diagnosis.
+citation: 'Spitzer, R. L., Kroenke, K., Williams, J. B. W., & Löwe, B. (2006). A brief measure for assessing
+  generalized anxiety disorder: The GAD-7. Archives of Internal Medicine, 166(10), 1092–1097. https://doi.org/10.1001/archinte.166.10.1092'
+verification_status: needs_verification
+source_url: https://www.phqscreeners.com/
+rights_note: Pfizer states PHQ/GAD screeners are available without copyright restriction and at no charge.
+  Screening tool only; not a diagnosis.
+questionnaire: Generalized Anxiety Disorder-7 (GAD-7)
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: gad_7_1
+  text: Feeling nervous, anxious, or on edge
+  reverse_scored: false
+- item_id: gad_7_2
+  text: Not being able to stop or control worrying
+  reverse_scored: false
+- item_id: gad_7_3
+  text: Worrying too much about different things
+  reverse_scored: false
+- item_id: gad_7_4
+  text: Trouble relaxing
+  reverse_scored: false
+- item_id: gad_7_5
+  text: Being so restless that it is hard to sit still
+  reverse_scored: false
+- item_id: gad_7_6
+  text: Becoming easily annoyed or irritable
+  reverse_scored: false
+- item_id: gad_7_7
+  text: Feeling afraid as if something awful might happen
+  reverse_scored: false

packages/construct_library/constructs/gq_6.yaml

@@ -0,0 +1,34 @@
+construct_id: gq_6
+version: 1
+name: Gratitude Questionnaire–Six Item Form (GQ-6)
+language: en
+category: Gratitude
+description: Gratitude - Gratitude Questionnaire–Six Item Form (GQ-6).
+citation: 'McCullough, M. E., Emmons, R. A., & Tsang, J.-A. (2002). The grateful disposition: A conceptual
+  and empirical topography. Journal of Personality and Social Psychology, 82(1), 112–127. https://doi.org/10.1037/0022-3514.82.1.112'
+verification_status: needs_verification
+source_url: https://ppc.sas.upenn.edu/resources/questionnaires-researchers/gratitude-questionnaire
+rights_note: University research center-hosted questionnaire; verify permission for commercial redistribution.
+questionnaire: Gratitude Questionnaire–Six Item Form (GQ-6)
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: gq_6_1
+  text: I have so much in life to be thankful for.
+  reverse_scored: false
+- item_id: gq_6_2
+  text: If I had to list everything that I felt grateful for, it would be a very long list.
+  reverse_scored: false
+- item_id: gq_6_3
+  text: When I look at the world, I don't see much to be grateful for.
+  reverse_scored: false
+- item_id: gq_6_4
+  text: I am grateful to a wide variety of people.
+  reverse_scored: false
+- item_id: gq_6_5
+  text: As I get older I find myself more able to appreciate the people, events, and situations that have
+    been part of my life history.
+  reverse_scored: false
+- item_id: gq_6_6
+  text: Long amounts of time can go by before I feel grateful to something or someone.
+  reverse_scored: false

packages/construct_library/constructs/grit_s_consistency_of_interests.yaml

@@ -0,0 +1,27 @@
+construct_id: grit_s_consistency_of_interests
+version: 1
+name: Consistency of interests (Grit-S)
+language: en
+category: Grit
+description: Grit - Consistency of interests dimension of the Short Grit Scale (Grit-S).
+citation: Duckworth, A. L., & Quinn, P. D. (2009). Development and validation of the Short Grit Scale
+  (Grit-S). Journal of Personality Assessment, 91(2), 166–174. https://doi.org/10.1080/00223890802634290
+verification_status: needs_verification
+source_url: https://angeladuckworth.com/grit-scale/
+rights_note: Author-hosted questionnaire; verify permission for commercial redistribution.
+questionnaire: Short Grit Scale (Grit-S)
+reverse_flags_source: subconstruct_markers
+imported_from: lib.xlsx
+items:
+- item_id: grit_s_consistency_of_interests_1
+  text: New ideas and projects sometimes distract me from previous ones.
+  reverse_scored: true
+- item_id: grit_s_consistency_of_interests_3
+  text: I have been obsessed with a certain idea or project for a short time but later lost interest.
+  reverse_scored: true
+- item_id: grit_s_consistency_of_interests_5
+  text: I often set a goal but later choose to pursue a different one.
+  reverse_scored: true
+- item_id: grit_s_consistency_of_interests_6
+  text: I have difficulty maintaining my focus on projects that take more than a few months to complete.
+  reverse_scored: true

packages/construct_library/constructs/grit_s_perseverance_of_effort.yaml

@@ -0,0 +1,27 @@
+construct_id: grit_s_perseverance_of_effort
+version: 1
+name: Perseverance of effort (Grit-S)
+language: en
+category: Grit
+description: Grit - Perseverance of effort dimension of the Short Grit Scale (Grit-S).
+citation: Duckworth, A. L., & Quinn, P. D. (2009). Development and validation of the Short Grit Scale
+  (Grit-S). Journal of Personality Assessment, 91(2), 166–174. https://doi.org/10.1080/00223890802634290
+verification_status: needs_verification
+source_url: https://angeladuckworth.com/grit-scale/
+rights_note: Author-hosted questionnaire; verify permission for commercial redistribution.
+questionnaire: Short Grit Scale (Grit-S)
+reverse_flags_source: subconstruct_markers
+imported_from: lib.xlsx
+items:
+- item_id: grit_s_perseverance_of_effort_2
+  text: Setbacks don’t discourage me.
+  reverse_scored: false
+- item_id: grit_s_perseverance_of_effort_4
+  text: I am a hard worker.
+  reverse_scored: false
+- item_id: grit_s_perseverance_of_effort_7
+  text: I finish whatever I begin.
+  reverse_scored: false
+- item_id: grit_s_perseverance_of_effort_8
+  text: I am diligent.
+  reverse_scored: false

packages/construct_library/constructs/gse.yaml

@@ -0,0 +1,46 @@
+construct_id: gse
+version: 1
+name: General Self-Efficacy Scale (GSE)
+language: en
+category: General self-efficacy
+description: General self-efficacy - General Self-Efficacy Scale (GSE).
+citation: 'Schwarzer, R., & Jerusalem, M. (1995). Generalized Self-Efficacy Scale. In J. Weinman, S. Wright,
+  & M. Johnston (Eds.), Measures in health psychology: A user’s portfolio. Causal and control beliefs
+  (pp. 35–37). NFER-NELSON.'
+verification_status: needs_verification
+source_url: https://userpage.fu-berlin.de/~health/engscal.htm
+rights_note: Author/researcher-hosted scale; check local permission requirements before commercial use.
+questionnaire: General Self-Efficacy Scale (GSE)
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: gse_1
+  text: I can always manage to solve difficult problems if I try hard enough.
+  reverse_scored: false
+- item_id: gse_2
+  text: If someone opposes me, I can find the means and ways to get what I want.
+  reverse_scored: false
+- item_id: gse_3
+  text: It is easy for me to stick to my aims and accomplish my goals.
+  reverse_scored: false
+- item_id: gse_4
+  text: I am confident that I could deal efficiently with unexpected events.
+  reverse_scored: false
+- item_id: gse_5
+  text: Thanks to my resourcefulness, I know how to handle unforeseen situations.
+  reverse_scored: false
+- item_id: gse_6
+  text: I can solve most problems if I invest the necessary effort.
+  reverse_scored: false
+- item_id: gse_7
+  text: I can remain calm when facing difficulties because I can rely on my coping abilities.
+  reverse_scored: false
+- item_id: gse_8
+  text: When I am confronted with a problem, I can usually find several solutions.
+  reverse_scored: false
+- item_id: gse_9
+  text: If I am in trouble, I can usually think of a solution.
+  reverse_scored: false
+- item_id: gse_10
+  text: I can usually handle whatever comes my way.
+  reverse_scored: false

packages/construct_library/constructs/ipip_50_item_big_five_factor_markers_agreeableness.yaml

@@ -0,0 +1,49 @@
+construct_id: ipip_50_item_big_five_factor_markers_agreeableness
+version: 1
+name: Agreeableness (IPIP 50-item Big-Five Factor Markers)
+language: en
+category: Big Five personality traits
+description: Big Five personality traits - Agreeableness dimension of the IPIP 50-item Big-Five Factor
+  Markers.
+citation: Goldberg, L. R. (1992). The development of markers for the Big-Five factor structure. Psychological
+  Assessment, 4(1), 26–42. https://doi.org/10.1037/1040-3590.4.1.26; Goldberg, L. R. (1999). A broad-bandwidth,
+  public-domain, personality inventory measuring the lower-level facets of several five-factor models.
+  In I. Mervielde, I. J. Deary, F. De Fruyt, & F. Ostendorf (Eds.), Personality psychology in Europe (Vol.
+  7, pp. 7–28). Tilburg University Press.
+verification_status: needs_verification
+source_url: https://ipip.ori.org/new_ipip-50-item-scale.htm
+rights_note: IPIP states that its items are public domain; use the exact IPIP scale name and citation.
+questionnaire: IPIP 50-item Big-Five Factor Markers
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: ipip_50_item_big_five_factor_markers_agreeableness_2
+  text: I feel little concern for others.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_agreeableness_7
+  text: I am interested in people.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_agreeableness_12
+  text: I insult people.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_agreeableness_17
+  text: I sympathize with others' feelings.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_agreeableness_22
+  text: I am not interested in other people's problems.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_agreeableness_27
+  text: I have a soft heart.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_agreeableness_32
+  text: I am not really interested in others.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_agreeableness_37
+  text: I take time out for others.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_agreeableness_42
+  text: I feel others' emotions.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_agreeableness_47
+  text: I make people feel at ease.
+  reverse_scored: false

packages/construct_library/constructs/ipip_50_item_big_five_factor_markers_conscientiousness.yaml

@@ -0,0 +1,49 @@
+construct_id: ipip_50_item_big_five_factor_markers_conscientiousness
+version: 1
+name: Conscientiousness (IPIP 50-item Big-Five Factor Markers)
+language: en
+category: Big Five personality traits
+description: Big Five personality traits - Conscientiousness dimension of the IPIP 50-item Big-Five Factor
+  Markers.
+citation: Goldberg, L. R. (1992). The development of markers for the Big-Five factor structure. Psychological
+  Assessment, 4(1), 26–42. https://doi.org/10.1037/1040-3590.4.1.26; Goldberg, L. R. (1999). A broad-bandwidth,
+  public-domain, personality inventory measuring the lower-level facets of several five-factor models.
+  In I. Mervielde, I. J. Deary, F. De Fruyt, & F. Ostendorf (Eds.), Personality psychology in Europe (Vol.
+  7, pp. 7–28). Tilburg University Press.
+verification_status: needs_verification
+source_url: https://ipip.ori.org/new_ipip-50-item-scale.htm
+rights_note: IPIP states that its items are public domain; use the exact IPIP scale name and citation.
+questionnaire: IPIP 50-item Big-Five Factor Markers
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: ipip_50_item_big_five_factor_markers_conscientiousness_3
+  text: I am always prepared.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_conscientiousness_8
+  text: I leave my belongings around.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_conscientiousness_13
+  text: I pay attention to details.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_conscientiousness_18
+  text: I make a mess of things.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_conscientiousness_23
+  text: I get chores done right away.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_conscientiousness_28
+  text: I often forget to put things back in their proper place.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_conscientiousness_33
+  text: I like order.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_conscientiousness_38
+  text: I shirk my duties.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_conscientiousness_43
+  text: I follow a schedule.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_conscientiousness_48
+  text: I am exacting in my work.
+  reverse_scored: false

packages/construct_library/constructs/ipip_50_item_big_five_factor_markers_emotional_stability_neuroticism.yaml

@@ -0,0 +1,49 @@
+construct_id: ipip_50_item_big_five_factor_markers_emotional_stability_neuroticism
+version: 1
+name: Emotional Stability / Neuroticism (IPIP 50-item Big-Five Factor Markers)
+language: en
+category: Big Five personality traits
+description: Big Five personality traits - Emotional Stability / Neuroticism dimension of the IPIP 50-item
+  Big-Five Factor Markers.
+citation: Goldberg, L. R. (1992). The development of markers for the Big-Five factor structure. Psychological
+  Assessment, 4(1), 26–42. https://doi.org/10.1037/1040-3590.4.1.26; Goldberg, L. R. (1999). A broad-bandwidth,
+  public-domain, personality inventory measuring the lower-level facets of several five-factor models.
+  In I. Mervielde, I. J. Deary, F. De Fruyt, & F. Ostendorf (Eds.), Personality psychology in Europe (Vol.
+  7, pp. 7–28). Tilburg University Press.
+verification_status: needs_verification
+source_url: https://ipip.ori.org/new_ipip-50-item-scale.htm
+rights_note: IPIP states that its items are public domain; use the exact IPIP scale name and citation.
+questionnaire: IPIP 50-item Big-Five Factor Markers
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: ipip_50_item_big_five_factor_markers_emotional_stability_neuroticism_4
+  text: I get stressed out easily.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_emotional_stability_neuroticism_9
+  text: I am relaxed most of the time.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_emotional_stability_neuroticism_14
+  text: I worry about things.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_emotional_stability_neuroticism_19
+  text: I seldom feel blue.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_emotional_stability_neuroticism_24
+  text: I am easily disturbed.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_emotional_stability_neuroticism_29
+  text: I get upset easily.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_emotional_stability_neuroticism_34
+  text: I change my mood a lot.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_emotional_stability_neuroticism_39
+  text: I have frequent mood swings.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_emotional_stability_neuroticism_44
+  text: I get irritated easily.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_emotional_stability_neuroticism_49
+  text: I often feel blue.
+  reverse_scored: false

packages/construct_library/constructs/ipip_50_item_big_five_factor_markers_extraversion.yaml

@@ -0,0 +1,49 @@
+construct_id: ipip_50_item_big_five_factor_markers_extraversion
+version: 1
+name: Extraversion (IPIP 50-item Big-Five Factor Markers)
+language: en
+category: Big Five personality traits
+description: Big Five personality traits - Extraversion dimension of the IPIP 50-item Big-Five Factor
+  Markers.
+citation: Goldberg, L. R. (1992). The development of markers for the Big-Five factor structure. Psychological
+  Assessment, 4(1), 26–42. https://doi.org/10.1037/1040-3590.4.1.26; Goldberg, L. R. (1999). A broad-bandwidth,
+  public-domain, personality inventory measuring the lower-level facets of several five-factor models.
+  In I. Mervielde, I. J. Deary, F. De Fruyt, & F. Ostendorf (Eds.), Personality psychology in Europe (Vol.
+  7, pp. 7–28). Tilburg University Press.
+verification_status: needs_verification
+source_url: https://ipip.ori.org/new_ipip-50-item-scale.htm
+rights_note: IPIP states that its items are public domain; use the exact IPIP scale name and citation.
+questionnaire: IPIP 50-item Big-Five Factor Markers
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: ipip_50_item_big_five_factor_markers_extraversion_1
+  text: I am the life of the party.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_extraversion_6
+  text: I don't talk a lot.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_extraversion_11
+  text: I feel comfortable around people.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_extraversion_16
+  text: I keep in the background.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_extraversion_21
+  text: I start conversations.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_extraversion_26
+  text: I have little to say.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_extraversion_31
+  text: I talk to a lot of different people at parties.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_extraversion_36
+  text: I don't like to draw attention to myself.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_extraversion_41
+  text: I don't mind being the center of attention.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_extraversion_46
+  text: I am quiet around strangers.
+  reverse_scored: false

packages/construct_library/constructs/ipip_50_item_big_five_factor_markers_intellect_imagination.yaml

@@ -0,0 +1,49 @@
+construct_id: ipip_50_item_big_five_factor_markers_intellect_imagination
+version: 1
+name: Intellect/Imagination (IPIP 50-item Big-Five Factor Markers)
+language: en
+category: Big Five personality traits
+description: Big Five personality traits - Intellect/Imagination dimension of the IPIP 50-item Big-Five
+  Factor Markers.
+citation: Goldberg, L. R. (1992). The development of markers for the Big-Five factor structure. Psychological
+  Assessment, 4(1), 26–42. https://doi.org/10.1037/1040-3590.4.1.26; Goldberg, L. R. (1999). A broad-bandwidth,
+  public-domain, personality inventory measuring the lower-level facets of several five-factor models.
+  In I. Mervielde, I. J. Deary, F. De Fruyt, & F. Ostendorf (Eds.), Personality psychology in Europe (Vol.
+  7, pp. 7–28). Tilburg University Press.
+verification_status: needs_verification
+source_url: https://ipip.ori.org/new_ipip-50-item-scale.htm
+rights_note: IPIP states that its items are public domain; use the exact IPIP scale name and citation.
+questionnaire: IPIP 50-item Big-Five Factor Markers
+reverse_flags_source: not_provided_pending_verification
+imported_from: lib.xlsx
+items:
+- item_id: ipip_50_item_big_five_factor_markers_intellect_imagination_5
+  text: I have a rich vocabulary.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_intellect_imagination_10
+  text: I have difficulty understanding abstract ideas.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_intellect_imagination_15
+  text: I have a vivid imagination.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_intellect_imagination_20
+  text: I am not interested in abstract ideas.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_intellect_imagination_25
+  text: I have excellent ideas.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_intellect_imagination_30
+  text: I do not have a good imagination.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_intellect_imagination_35
+  text: I am quick to understand things.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_intellect_imagination_40
+  text: I use difficult words.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_intellect_imagination_45
+  text: I spend time reflecting on things.
+  reverse_scored: false
+- item_id: ipip_50_item_big_five_factor_markers_intellect_imagination_50
+  text: I am full of ideas.
+  reverse_scored: false

packages/construct_library/constructs/iri_empathic_concern.yaml

@@ -0,0 +1,36 @@
+construct_id: iri_empathic_concern
+version: 1
+name: Empathic Concern (IRI)
+language: en
+category: Empathy
+description: Empathy - Empathic Concern dimension of the Interpersonal Reactivity Index (IRI).
+citation: 'Davis, M. H. (1983). Measuring individual differences in empathy: Evidence for a multidimensional
+  approach. Journal of Personality and Social Psychology, 44(1), 113–126. https://doi.org/10.1037/0022-3514.44.1.113'
+verification_status: needs_verification
+source_url: https://www.eckerd.edu/psychology/iri/
+rights_note: Author/institution-hosted questionnaire; verify permission for commercial redistribution.
+questionnaire: Interpersonal Reactivity Index (IRI)
+reverse_flags_source: subconstruct_markers
+imported_from: lib.xlsx
+items:
+- item_id: iri_empathic_concern_2
+  text: I often have tender, concerned feelings for people less fortunate than me.
+  reverse_scored: false
+- item_id: iri_empathic_concern_4
+  text: Sometimes I don't feel very sorry for other people when they are having problems.
+  reverse_scored: true
+- item_id: iri_empathic_concern_9
+  text: When I see someone being taken advantage of, I feel kind of protective towards them.
+  reverse_scored: false
+- item_id: iri_empathic_concern_14
+  text: Other people's misfortunes do not usually disturb me a great deal.
+  reverse_scored: true
+- item_id: iri_empathic_concern_18
+  text: When I see someone being treated unfairly, I sometimes don't feel very much pity for them.
+  reverse_scored: true
+- item_id: iri_empathic_concern_20
+  text: I am often quite touched by things that I see happen.
+  reverse_scored: false
+- item_id: iri_empathic_concern_22
+  text: I would describe myself as a pretty soft-hearted person.
+  reverse_scored: false