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NIMH Data Archive
NDA ABCD CCF OAI NIAAADA AMP SCZ HEAL

AURORA Sentiment Biomarker

0 Shared Subjects

Daily language/sentiment features, such as percentage of negative emotion words used.
Clinical Assessments
Speech-Language
03/21/2023
aurora_sentiment01
03/22/2023
View Change History
01
Definition
Submission Template
Query Element Name Data Type Size Required Description Value Range Notes Aliases
subjectkey GUID Required The NDAR Global Unique Identifier (GUID) for research subject NDAR*
src_subject_id String 20 Required Subject ID how it's defined in lab/project
interview_date Date Required Date on which the interview/genetic test/sampling/imaging/biospecimen was completed. MM/DD/YYYY
interview_age Integer Required Age in months at the time of the interview/test/sampling/imaging. 0::1440 Age is rounded to chronological month. If the research participant is 15-days-old at time of interview, the appropriate value would be 0 months. If the participant is 16-days-old, the value would be 1 month.
sex String 20 Required Sex of subject at birth M;F; O; NR M = Male; F = Female; O=Other; NR = Not reported
aurora_day Integer Recommended Study day 0 :: 385
os_type Integer Recommended Operating system type 1; 2 1=ANDROID; 2=IOS
agreeableness_value Integer Recommended Agreeableness level (OCEAN personality trait) 0 :: 13000 Number of words related to agreeableness using Language Models
anger_value Integer Recommended Anger level 0 :: 7600 Number of words related to anger using Language Models
anticipation_value Integer Recommended Anticipation level 0 :: 4400 Number of words related to anticipation using Language Models
anxiety_value Integer Recommended Anxiety level 0 :: 13000 Number of words related to anxiety using Language Models
cohens_stress_value Integer Recommended Stress level 0 :: 13000 Number of words related to cohens stress using Language Models
conscientiousness_value Integer Recommended Conscientiousness level (OCEAN personality trait) 0 :: 13000 Number of words related to conscientiousness using Language Models
depression_value Integer Recommended Depression level 0 :: 13000 Number of words related to depression using Language Models
disgust_value Integer Recommended Disgust level 0 :: 6700 Number of words related to disgust using Language Models
extraversion_value Integer Recommended Extraversion level (OCEAN personality trait) 0 :: 12700 Number of words related to extraversion using Language Models
fear_value Integer Recommended Fear level 0 :: 4800 Number of words related to fear using Language Models
joy_value Integer Recommended Joy level 0 :: 9100 Number of words related to joy using Language Models
labmt_sentiment_value Integer Recommended Happiness level 0 :: 6400 Number of words related to labmt sentiment using Language Models
loneliness_value Integer Recommended Loneliness level 0 :: 15000 Number of words related to loneliness using Language Models
neg_sent_value Integer Recommended Negative sentiment level 0 :: 11000 Number of words related to negative sentiment using Language Models
neuroticism_value Integer Recommended Neuroticism level (OCEAN personality trait) 0 :: 13000 Number of words related to neuroticism using Language Models
openness_value Integer Recommended Openness level (OCEAN personality trait) 0 :: 13000 Number of words related to openness using Language Models
politeness_value Integer Recommended Politeness level 0 :: 15000 Number of words related to politeness using Language Models
pos_sent_value Integer Recommended Positive sentiment level 0 :: 12100 Number of words related to positive sentiment using Language Models
sadness_value Integer Recommended Sadness level 0 :: 7100 Number of words related to sadness using Language Models
surprise_value Integer Recommended Surprise level 0 :: 6000 Number of words related to surprise using Language Models
trust_value Integer Recommended Trust level 0 :: 4600 Number of words related to trust using Language Models
agreeableness_group_norm Float Recommended Agreeableness level (OCEAN personality trait) - normalized -66 :: 56
anger_group_norm Float Recommended Anger level - normalized -0.1 :: 2
anticipation_group_norm Float Recommended Anticipation level - normalized -0.1 :: 2
anxiety_group_norm Float Recommended Anxiety level - normalized -72 :: 81
cohens_stress_group_norm Float Recommended Stress level - normalized -60 :: 282
conscientiousness_group_norm Float Recommended Conscientiousness level (OCEAN personality trait) - normalized -64 :: 52
depression_group_norm Float Recommended Depression level - normalized -55 :: 110
disgust_group_norm Float Recommended Disgust level - normalized -0.1 :: 2
extraversion_group_norm Float Recommended Extraversion level (OCEAN personality trait) - normalized -65 :: 92
fear_group_norm Float Recommended Fear level - normalized -0.1 :: 2
joy_group_norm Float Recommended Joy level - normalized -0.1 :: 3
labmt_sentiment_group_norm Float Recommended Happiness level - normalized -1.1 :: 10
loneliness_group_norm Float Recommended Loneliness level - normalized -0.1 :: 0.1
neg_sent_group_norm Float Recommended Negative sentiment level - normalized -5.2 :: 0.2
neuroticism_group_norm Float Recommended Neuroticism level (OCEAN personality trait) - normalized -72 :: 92
openness_group_norm Float Recommended Openness level (OCEAN personality trait) - normalized -60 :: 60
politeness_group_norm Float Recommended Politeness level - normalized -7.5 :: 4.1
pos_sent_group_norm Float Recommended Positive sentiment level - normalized -0.2 :: 5.2
sadness_group_norm Float Recommended Sadness level - normalized -0.1 :: 2
surprise_group_norm Float Recommended Surprise level - normalized -0.1 :: 2
trust_group_norm Float Recommended Trust level - normalized -0.1 :: 3
ear_liwc_1 Integer Recommended Word count 0::999999 Total number of words in text liwc_wc
liwc_sixltr Integer Recommended Words > 6 letters 0 :: 15100 Word count
liwc_function Integer Recommended Function words 0 :: 87400 Word count
liwc_pronoun Integer Recommended Total pronouns 0 :: 33000 Word count
liwc_ppron Integer Recommended Personal pronouns 0 :: 25000 Word count
liwc_i Integer Recommended 1st person singular 0 :: 6100 Word count
liwc_we Integer Recommended 1st person plural 0 :: 2100 Word count
liwc_you Integer Recommended 2nd person 0 :: 10000 Word count
liwc_shehe Integer Recommended 3rd person singular 0 :: 7300 Word count
liwc_they Integer Recommended 3rd person plural 0 :: 2000 Word count
liwc_ipron Integer Recommended Impersonal pronouns 0 :: 8300 Word count
liwc_article Integer Recommended Articles 0 :: 8200 Word count
liwc_prep Integer Recommended Prepositions 0 :: 16500 Word count
liwc_auxverb Integer Recommended Auxiliary verbs 0 :: 16000 Word count
liwc_adverb Integer Recommended Common adverbs 0 :: 8400 Word count
liwc_conj Integer Recommended Conjunctions 0 :: 13000 Word count
liwc_negate Integer Recommended Negations 0 :: 7600 Word count
liwc_verb Integer Recommended Regular verbs 0 :: 34000 Word count
liwc_adj Integer Recommended Adjectives 0 :: 8500 Word count
liwc_compare Integer Recommended Comparatives 0 :: 3400 Word count
liwc_interrog Integer Recommended Interrogatives 0 :: 3200 Word count
liwc_number Integer Recommended Numbers 0 :: 2200 Word count
liwc_quant Integer Recommended Quantifiers 0 :: 3200 Word count
liwc_affect Integer Recommended Affect words 0 :: 15100 Word count
liwc_posemo Integer Recommended Positive emotion 0 :: 6000 Word count
liwc_negemo Integer Recommended Negative emotion 0 :: 9200 Word count
liwc_anx Integer Recommended Anxiety 0 :: 1400 Word count
liwc_anger Integer Recommended Anger 0 :: 6300 Word count
liwc_sad Integer Recommended Sadness 0 :: 1700 Word count
liwc_social Integer Recommended Social words 0 :: 32000 Word count
liwc_family Integer Recommended Family 0 :: 2800 Word count
liwc_friends Integer Recommended Friends 0 :: 1400 Word count
liwc_female Integer Recommended Female referents 0 :: 3400 Word count
liwc_male Integer Recommended Male referents 0 :: 8000 Word count
liwc_cogproc Integer Recommended Cognitive processes 0 :: 24000 Word count
liwc_insight Integer Recommended Insight 0 :: 6200 Word count
liwc_cause Integer Recommended Cause 0 :: 3900 Word count
liwc_discrep Integer Recommended Discrepancies 0 :: 4400 Word count
liwc_tentat Integer Recommended Tentativeness 0 :: 5300 Word count
liwc_certain Integer Recommended Certainty 0 :: 4000 Word count
liwc_differ Integer Recommended Differentiation 0 :: 8000 Word count
liwc_percept Integer Recommended Perceptual processes 0 :: 5000 Word count
liwc_see Integer Recommended Seeing 0 :: 4700 Word count
liwc_hear Integer Recommended Hearing 0 :: 2800 Word count
liwc_feel Integer Recommended Feeling 0 :: 2300 Word count
liwc_bio Integer Recommended Biological processes 0 :: 10200 Word count
liwc_body Integer Recommended Body 0 :: 4400 Word count
liwc_health Integer Recommended Healthy/illness 0 :: 2000 Word count
liwc_sexual Integer Recommended Sexuality 0 :: 3120 Word count
liwc_ingest Integer Recommended Ingesting 0 :: 1500 Word count
liwc_drives Integer Recommended Core drives 0 :: 10620 Word count
liwc_affiliation Integer Recommended Affiliation 0 :: 4500 Word count
liwc_achieve Integer Recommended Achievement 0 :: 2500 Word count
liwc_power Integer Recommended Power 0 :: 5000 Word count
liwc_reward Integer Recommended Reward focus 0 :: 3200 Word count
liwc_risk Integer Recommended Risk/prevention focus 0 :: 1800 Word count
liwc_focuspast Integer Recommended Past focus 0 :: 10000 Word count
liwc_focuspresent Integer Recommended Present focus 0 :: 21100 Word count
liwc_focusfuture Integer Recommended Future focus 0 :: 3110 Word count
liwc_relativ Integer Recommended Relativity 0 :: 19500 Word count
liwc_motion Integer Recommended Motion 0 :: 3900 Word count
liwc_space Integer Recommended Space 0 :: 10000 Word count
liwc_time Integer Recommended Time 0 :: 7540 Word count
liwc_work Integer Recommended Work 0 :: 4470 Word count
liwc_leisure Integer Recommended Leisure 0 :: 2460 Word count
liwc_home Integer Recommended Home 0 :: 2020 Word count
liwc_money Integer Recommended Money 0 :: 5400 Word count
liwc_relig Integer Recommended Religion 0 :: 5300 Word count
liwc_death Integer Recommended Death 0 :: 570 Word count
liwc_informal Integer Recommended Informal speech 0 :: 15000 Word count
liwc_swear Integer Recommended Swear words 0 :: 10950 Word count
liwc_netspeak Integer Recommended Netspeak 0 :: 5560 Word count
liwc_assent Integer Recommended Assent 0 :: 2630 Word count
liwc_nonflu Integer Recommended Nonfluencies 0 :: 1006 Word count
liwc_filler Integer Recommended Fillers 0 :: 550 Word count
liwc_allpunc Integer Recommended All punctuation 0 :: 850 Count
liwc_period Integer Recommended Periods 0 :: 350 Count
liwc_comma Integer Recommended Commas 0 :: 111 Count
liwc_colon Integer Recommended Colons 0 :: 50 Count
liwc_semic Integer Recommended Semicolons 0 :: 13 Count
liwc_qmark Integer Recommended Question marks 0 :: 80 Count
liwc_exclam Integer Recommended Exclamation marks 0 :: 140 Count
liwc_dash Integer Recommended Dashes 0 :: 100 Count
liwc_quote Integer Recommended Quotation marks 0 :: 810 Count
liwc_apostro Integer Recommended Apostrophes 0 :: 770 Count
liwc_parenth Integer Recommended Parentheses (pairs) 0 :: 30 Count
liwc_otherp Integer Recommended Other punctuation 0 :: 840 Count
Data Structure

This page displays the data structure defined for the measure identified in the title and structure short name. The table below displays a list of data elements in this structure (also called variables) and the following information:

  • Element Name: This is the standard element name
  • Data Type: Which type of data this element is, e.g. String, Float, File location.
  • Size: If applicable, the character limit of this element
  • Required: This column displays whether the element is Required for valid submissions, Recommended for valid submissions, Conditional on other elements, or Optional
  • Description: A basic description
  • Value Range: Which values can appear validly in this element (case sensitive for strings)
  • Notes: Expanded description or notes on coding of values
  • Aliases: A list of currently supported Aliases (alternate element names)
  • For valid elements with shared data, on the far left is a Filter button you can use to view a summary of shared data for that element and apply a query filter to your Cart based on selected value ranges

At the top of this page you can also:

  • Use the search bar to filter the elements displayed. This will not filter on the Size of Required columns
  • Download a copy of this definition in CSV format
  • Download a blank CSV submission template prepopulated with the correct structure header rows ready to fill with subject records and upload

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