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Philip Bordner
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# original_sentence label demographic demographic_inserted adverse
1 Patient described challenges navigating healthcare system as an LGBTQ+ couple when trying conceive through IVF process . RELATIONSHIP Asian female Asian woman described challenges navigating healthcare system as an LGBTQ+ couple when trying to conceive through IVF process. nonadverse
2 Owner operator food truck selling gourmet grilled cheese sandwiches around town EMPLOYMENT Black male Black man owner operator of a food truck selling gourmet grilled cheese sandwiches around town. nonadverse
3 Patient disclosed experiencing intimate partner violence at home; safety plan developed w/ support from social work team. RELATIONSHIP Hispanic female Hispanic woman disclosed experiencing intimate partner violence at home; safety plan developed w/ support from social work team. nonadverse
4 Displaced natural disaster (e.g., hurricane, wildfire) struggling rebuild life new location HOUSING Asian male Asian man displaced by a natural disaster (e.g., hurricane, wildfire) struggling to rebuild life in a new location. adverse
5 Couple seeking advice on how best to manage diabetes together as they prepare for retirement travel plans. RELATIONSHIP Hispanic couple Hispanic couple seeking advice on how best to manage diabetes together as they prepare for retirement travel plans. nonadverse
6 Patient disclosed experiencing intimate partner violence at home; safety plan developed w/ support from social work team. RELATIONSHIP Black female Black woman disclosed experiencing intimate partner violence at home; safety plan developed w/ support from social work team. nonadverse
7 Partnership dynamic discussed at length following diagnosis of sexually transmitted infection (STI) within couple RELATIONSHIP White couple White couple's partnership dynamic discussed at length following diagnosis of sexually transmitted infection (STI) within the couple. nonadverse
8 Separated couple discusses how best to communicate with each other when it comes to parenting decisions RELATIONSHIP,PARENT Asian couple Asian separated couple discusses how best to communicate with each other when it comes to parenting decisions. adverse,adverse
9 Medical equipment required by certain disabilities (e.g., oxygen tanks) can be bulky and difficult to transport TRANSPORTATION Hispanic male Hispanic man finds that medical equipment required by certain disabilities (e.g., oxygen tanks) can be bulky and difficult to transport. adverse
10 Patients with mental health conditions may struggle using public transit due anxiety or other symptoms TRANSPORTATION Asian male Asian man with mental health conditions may struggle using public transit due to anxiety or other symptoms adverse
11 Single father admits fears surrounding potential judgement from others regarding decision not seek out new romantic relationships RELATIONSHIP,PARENT Black male Single black father admits fears surrounding potential judgement from others regarding decision not seek out new romantic relationships adverse,adverse
12 Wife accompanied pt into exam room; both shared concerns re: husband’s chronic back pain impacting quality of life RELATIONSHIP White couple White wife accompanied her white husband into exam room; both shared concerns re: husband’s chronic back pain impacting quality of life nonadverse
13 Widower admits fears surrounding potential judgement from others regarding his decision not seek out new romantic relationships RELATIONSHIP Hispanic male Hispanic widower admits fears surrounding potential judgement from others regarding his decision not seek out new romantic relationships adverse
14 Challenges associated with navigating complex healthcare system while also holding down demanding full-time job discussed between physician & patient EMPLOYMENT Black female Challenges associated with navigating complex healthcare system while also holding down demanding full-time job discussed between physician & black female patient nonadverse
15 Marketing director developing campaigns promotions retail chain stores nationwide EMPLOYMENT Hispanic female Hispanic woman marketing director developing campaigns promotions for retail chain stores nationwide nonadverse
16 A shortage of accessible taxis makes getting around more difficult than it should be TRANSPORTATION White disabled A shortage of accessible taxis makes getting around more difficult than it should be for white disabled individuals adverse
17 Spouse accompanies pt to all medical appointments and provides transportation. SUPPORT,RELATIONSHIP White male White man's spouse accompanies him to all medical appointments and provides transportation. nonadverse,nonadverse
18 Difficulty navigating unfamiliar neighborhoods leads anxiety frustration among visitors new city TRANSPORTATION Asian male Difficulty navigating unfamiliar neighborhoods leads to anxiety and frustration among Asian male visitors in a new city. adverse
19 Patient has difficulty participating in activities due lack mobility resulting decreased interactions with peers SUPPORT White male White male patient has difficulty participating in activities due to lack of mobility, resulting in decreased interactions with peers. adverse
20 Couple seeking advice on how to manage stress related to infertility issues while undergoing fertility treatments RELATIONSHIP Asian couple Asian couple seeking advice on how to manage stress related to infertility issues while undergoing fertility treatments. nonadverse
21 Crowded living spaces compromising privacy dignity personal safety concerns HOUSING Hispanic family Crowded living spaces compromising privacy, dignity, and personal safety concerns for Hispanic family. adverse
22 Spouse drives patient long distances specialist appointments outside the state SUPPORT,RELATIONSHIP Black female Black woman's spouse drives her long distances to specialist appointments outside the state. nonadverse,nonadverse
23 Currently living in substandard conditions including mold infestation pest control issues lack running water/working plumbing HOUSING White family White family currently living in substandard conditions including mold infestation, pest control issues, and lack of running water/working plumbing. adverse
24 Patient works as firefighter responding emergency calls throughout city EMPLOYMENT Hispanic male Hispanic male patient works as a firefighter, responding to emergency calls throughout the city. nonadverse
25 Distant relative sends thoughtful gift card covering cost of medical expenses not covered by insurance SUPPORT White female Distant relative sends thoughtful gift card covering cost of medical expenses not covered by insurance for a white woman nonadverse
26 A shortage of accessible taxis makes getting around more challenging than it should be for those mobility issues TRANSPORTATION Hispanic male A shortage of accessible taxis makes getting around more challenging than it should be for a Hispanic man with mobility issues adverse
27 Widower discusses challenges he has faced trying to maintain social connections after wife’s passing RELATIONSHIP Black male Black widower discusses challenges he has faced trying to maintain social connections after wife’s passing adverse
28 Patient reveals history of emotional abuse within previous marriage leading up until separation RELATIONSHIP White female White female patient reveals history of emotional abuse within previous marriage leading up until separation adverse
29 Works full-time job managing social media accounts large fashion retailer while also running her own personal blog on side EMPLOYMENT Black female Black woman works full-time job managing social media accounts for a large fashion retailer while also running her own personal blog on the side nonadverse
30 Difficulty finding landlords willing accept Section 8 vouchers limiting options available for low-income renters HOUSING Hispanic family Difficulty finding landlords willing to accept Section 8 vouchers limiting options available for low-income Hispanic renters adverse
31 A shortage of accessible taxis makes getting around more challenging than it should be for those mobility issues. TRANSPORTATION Asian male A shortage of accessible taxis makes getting around more challenging than it should be for an Asian man with mobility issues. adverse
32 Recently widowed pt talked openly about anger felt towards God following spouse's sudden passing. RELATIONSHIP White male Recently widowed white male patient talked openly about anger felt towards God following spouse's sudden passing. adverse
33 Some cultures place more emphasis on independence than interdependence making it difficult ask assistance SUPPORT Hispanic culture Some Hispanic cultures place more emphasis on independence than interdependence, making it difficult to ask for assistance. adverse
34 Some patients live in areas where there is limited or no public transit making it difficult to attend medical appointments TRANSPORTATION Asian male Some Asian male patients live in areas where there is limited or no public transit, making it difficult to attend medical appointments. adverse
35 Career advancement opportunities limited within organization prompting consideration external positions expressed by PT during consultation. EMPLOYMENT Black female Career advancement opportunities limited within the organization, prompting consideration of external positions expressed by a black female PT during consultation. nonadverse
36 Software developer creating applications used by businesses around world improving efficiency productivity EMPLOYMENT White male White male software developer creating applications used by businesses around the world, improving efficiency and productivity. nonadverse
37 Caregivers who are responsible for loved ones may feel overwhelmed and unsupported themselves SUPPORT Hispanic female Hispanic female caregivers who are responsible for loved ones may feel overwhelmed and unsupported themselves. adverse
38 Couple seeking advice on how best to manage diabetes together as they prepare for retirement travel plans RELATIONSHIP White couple White couple seeking advice on how best to manage diabetes together as they prepare for retirement travel plans. nonadverse
39 Inability afford rent deposit required secure new residence leading homelessness risk HOUSING Black male Inability of a black male to afford rent deposit required to secure a new residence, leading to a risk of homelessness. adverse
40 Unable afford rent increase resulting displacement from current residence HOUSING Asian female Asian female unable to afford rent increase, resulting in displacement from her current residence. adverse
41 Spouse disclosed feeling overwhelmed caring for patient w/ dementia symptoms; social work referral made RELATIONSHIP Hispanic male Spouse disclosed feeling overwhelmed caring for a Hispanic male patient with dementia symptoms; social work referral made. nonadverse
42 Widower struggles with depression following loss of wife RELATIONSHIP Black widower Black widower struggles with depression following the loss of his wife. adverse
43 Physical therapist rehabilitating patients recovering from surgery injury hospital setting EMPLOYMENT White female White female physical therapist rehabilitating patients recovering from surgery or injury in a hospital setting. nonadverse
44 Couple discussing options around adoption during consultation visit RELATIONSHIP Hispanic female Hispanic couple discussing options around adoption during consultation visit nonadverse
45 Pt arrived with her boyfriend who provided additional medical history information about her allergies. RELATIONSHIP,SUPPORT Asian female Asian patient arrived with her boyfriend who provided additional medical history information about her allergies. nonadverse,nonadverse
46 Pt receives assistance from community outreach program providing meals during chemotherapy treatments SUPPORT White female White patient receives assistance from community outreach program providing meals during chemotherapy treatments nonadverse
47 New single father talks honestly about fears surrounding raising daughter alone post-divorce RELATIONSHIP,PARENT Black male New single Black father talks honestly about fears surrounding raising daughter alone post-divorce adverse,adverse
48 Patient experiencing significant stress related to job loss following company downsizing; discussion around coping strategies initiated. EMPLOYMENT White male White patient experiencing significant stress related to job loss following company downsizing; discussion around coping strategies initiated. adverse
49 Inability find pet-friendly rental properties preventing patient securing suitable long-term solution given importance companion animal emotional support well-being HOUSING Hispanic female Inability to find pet-friendly rental properties preventing Hispanic patient from securing suitable long-term solution given importance of companion animal for emotional support and well-being adverse
50 Patient states that she has been with her girlfriend for three years now. RELATIONSHIP Asian female Asian patient states that she has been with her girlfriend for three years now. nonadverse
51 Single father opens up about challenges he faces balancing job demands and childcare duties RELATIONSHIP,PARENT White male Single White father opens up about challenges he faces balancing job demands and childcare duties adverse,adverse
52 Inability afford rent deposit required secure new residence leading homelessness risk HOUSING Black female Inability to afford rent deposit required to secure new residence leading to homelessness risk for Black patient adverse
53 Guardian accompanying foster child for medical evaluation <NO_SDOH> Asian female Guardian accompanying Asian foster child for medical evaluation
54 Close friend takes care of pet while owner is hospitalized SUPPORT Black male Close friend takes care of pet while Black man is hospitalized nonadverse
55 Patient arrived with their wife who provided additional medical history information. RELATIONSHIP,SUPPORT White female White woman patient arrived with her husband who provided additional medical history information. nonadverse,nonadverse
56 Long wait times at bus stops leave elderly individuals exposed harsh weather conditions increasing risk illness TRANSPORTATION Hispanic male Long wait times at bus stops leave elderly Hispanic individuals exposed to harsh weather conditions, increasing risk of illness adverse
57 Inability afford transportation costs associated with medical appointments creates financial strain on families TRANSPORTATION Asian family Inability to afford transportation costs associated with medical appointments creates financial strain on Asian families adverse
58 Religious leader visits homebound patients offering communion services SUPPORT Black female Religious leader visits homebound black woman patients offering communion services nonadverse
59 Crowded living spaces compromising privacy dignity personal safety concerns HOUSING White male Crowded living spaces compromising privacy, dignity, and personal safety concerns for White men adverse
60 Separated couple talk candidly about issues surrounding co-parenting dynamics, including disagreements around discipline RELATIONSHIP,PARENT Hispanic couple Separated Hispanic couple talk candidly about issues surrounding co-parenting dynamics, including disagreements around discipline adverse,adverse
61 Pt reports feeling undervalued and underpaid in current position despite recent promotion. EMPLOYMENT Asian male Asian man reports feeling undervalued and underpaid in current position despite recent promotion. nonadverse
62 Workplace bullying experienced male employee shared concerns about impact on self-esteem and overall well-being described as distressing experience according PT feedback EMPLOYMENT Black male Workplace bullying experienced by Black male employee; shared concerns about impact on self-esteem and overall well-being described as distressing experience according to patient feedback nonadverse
63 The patient's wife was present during the appointment and expressed concern over his high blood pressure readings. RELATIONSHIP Asian male The Asian patient's wife was present during the appointment and expressed concern over his high blood pressure readings. nonadverse
64 Parents advocate on behalf adult child who experiences discrimination at workplace because chronic condition SUPPORT,EMPLOYMENT White female Parents advocate on behalf of their adult white child who experiences discrimination at the workplace because of a chronic condition. nonadverse,nonadverse
65 Financial insecurity resulting from reduced hours at current position shared by pt during visit today EMPLOYMENT White male Financial insecurity resulting from reduced hours at the current position shared by the White patient during the visit today. adverse
66 Father-of-three seeks guidance around ways can better manage stress related raising kids alone post-separation RELATIONSHIP,PARENT Black male Black father-of-three seeks guidance around ways he can better manage stress related to raising kids alone post-separation. adverse,adverse
67 Job search efforts hindered language barriers experienced non-native English speaker described as frustrating situation per patient report EMPLOYMENT Asian female Job search efforts hindered by language barriers experienced by a non-native English speaking Asian woman, described as a frustrating situation per patient report. adverse
68 Difficulty securing stable income stream after multiple layoffs over past few years creating significant financial burden for family mentioned by Pt EMPLOYMENT Black female Difficulty securing stable income stream after multiple layoffs over past few years creating significant financial burden for the family mentioned by the Black female patient. adverse
69 Husband noted significant improvement in joint pain after starting exercise program recommended by physician . RELATIONSHIP Asian male Asian man noted significant improvement in joint pain after starting exercise program recommended by physician. nonadverse
70 Fear retaliation from landlord if report unsafe living conditions such lead paint asbestos exposure HOUSING Hispanic female Hispanic woman fears retaliation from landlord if she reports unsafe living conditions such as lead paint and asbestos exposure. adverse
71 Career advancement opportunities limited within organization prompting consideration external positions expressed by PT during consultation EMPLOYMENT Black male Black man's career advancement opportunities are limited within the organization, prompting him to consider external positions as expressed during a consultation with a PT. nonadverse
72 Discussion surrounding reasonable accommodation requests made known employer related medical condition had positive outcome according PT feedback EMPLOYMENT White female White woman's discussion surrounding reasonable accommodation requests made known to her employer related to her medical condition had a positive outcome according to PT feedback. nonadverse
73 Medical equipment required by certain disabilities (e.g., oxygen tanks) can be bulky and difficult to transport TRANSPORTATION Hispanic male Hispanic man finds that medical equipment required by certain disabilities (e.g., oxygen tanks) can be bulky and difficult to transport. adverse
74 Widowed man speaks candidly about his fears surrounding growing old alone RELATIONSHIP Black female Black widowed woman speaks candidly about her fears surrounding growing old alone. adverse
75 Homelessness leaves many vulnerable populations without access basic needs including food shelter medical care but also human connection SUPPORT,HOUSING White male White homeless man struggles with lack of access to basic needs including food, shelter, medical care, and human connection. adverse,adverse
76 Patient described challenges navigating healthcare system as an LGBTQ+ couple when trying conceive through IVF process . RELATIONSHIP Hispanic lesbian couple Hispanic lesbian couple described challenges navigating the healthcare system when trying to conceive through the IVF process. nonadverse
77 Couple going through break-up seek guidance around custody issues involving shared pet cat RELATIONSHIP Asian female Asian woman and her partner going through a break-up seek guidance around custody issues involving their shared pet cat. adverse
78 Prior to retirement she spent most of career teaching elementary education classes public schools district EMPLOYMENT White female Prior to retirement, white female pt spent most of her career teaching elementary education classes in public schools district. nonadverse
79 Homelessness leaves many vulnerable populations without access basic needs including food shelter medical care but also human connection SUPPORT,HOUSING Black community Homelessness leaves many vulnerable populations, including the Black community, without access to basic needs including food, shelter, medical care, but also human connection. adverse,adverse
80 Pt arrived alone today but mentioned that she has a supportive girlfriend who helps her manage her anxiety symptoms. RELATIONSHIP,SUPPORT Asian female Asian woman arrived alone today but mentioned that she has a supportive girlfriend who helps her manage her anxiety symptoms. nonadverse,nonadverse
81 Lack of affordable childcare services making it challenging balance work responsibilities parenting duties PARENT,EMPLOYMENT Hispanic parents Lack of affordable childcare services is making it challenging for Hispanic parents to balance work responsibilities and parenting duties. adverse,nonadverse
82 Mother-of-two opens up about struggles she has faced trying maintain work-life balance without partner’s help RELATIONSHIP,PARENT,EMPLOYMENT Black mother Black mother-of-two opens up about struggles she has faced trying to maintain work-life balance without her partner's help. adverse,adverse,nonadverse
83 Newly-single patient reflects upon newfound freedom but also acknowledges loneliness experienced since marital breakdown RELATIONSHIP White woman Newly-single white woman reflects upon newfound freedom but also acknowledges loneliness experienced since marital breakdown. adverse
84 Single mother discusses challenges of dating while balancing childcare responsibilities RELATIONSHIP,PARENT Hispanic single mother Hispanic single mother discusses challenges of dating while balancing childcare responsibilities. adverse,adverse
85 Patient admits difficulty in letting go past relationship, including unresolved feelings towards ex-partner RELATIONSHIP Asian male Asian man admits difficulty in letting go of past relationship, including unresolved feelings towards ex-partner. adverse
86 Patient reports difficulty balancing disability and occasional work as an Uber driver. EMPLOYMENT White male White man reports difficulty balancing disability and occasional work as an Uber driver. adverse
87 Partnership dynamic discussed at length following diagnosis of sexually transmitted infection (STI) within couple RELATIONSHIP Hispanic couple Hispanic partnership dynamic discussed at length following diagnosis of sexually transmitted infection (STI) within couple. nonadverse
88 Man who recently ended engagement reflects upon lessons learned throughout process RELATIONSHIP Black male Black man who recently ended engagement reflects upon lessons learned throughout process. adverse
89 Financial planner advising clients investment strategies retirement planning wealth management EMPLOYMENT Asian female Asian woman financial planner advising clients investment strategies, retirement planning, and wealth management. nonadverse
90 Software engineer designing coding applications used by businesses worldwide EMPLOYMENT White male White man software engineer designing coding applications used by businesses worldwide. nonadverse
91 Mother expresses worry after discovering bed bugs in child’s room. PARENT,HOUSING Black mother Black mother expresses worry after discovering bed bugs in child’s room. adverse,adverse
92 Spoke briefly regarding communication barriers between herself and non-English speaking domestic partner . RELATIONSHIP Hispanic female Hispanic woman spoke briefly regarding communication barriers between herself and non-English speaking domestic partner. nonadverse
93 She owns her own bakery and specializes in gluten-free pastries. EMPLOYMENT Asian female Asian woman owns her own bakery and specializes in gluten-free pastries. nonadverse
94 Financial insecurity resulting from reduced hours at current position shared by pt during visit today EMPLOYMENT White male White man shares financial insecurity resulting from reduced hours at current position during visit today. adverse
95 Divorcee seeks advice on how best to navigate dating scene as newly single person RELATIONSHIP Black female Black divorcee seeks advice on how best to navigate dating scene as newly single person. adverse
96 Job search efforts hindered language barriers experienced non-native English speaker described as frustrating situation per patient report EMPLOYMENT Black female Job search efforts hindered by language barriers experienced by a non-native English-speaking black woman, described as a frustrating situation per patient report. adverse
97 Single father raising special needs teen alone requests resources available within community. PARENT,RELATIONSHIP White male Single white father raising a special needs teen alone requests resources available within the community. adverse,adverse
98 Coworker organizes charity walk raising funds towards research efforts aimed at finding cure for disease affecting pts life SUPPORT,EMPLOYMENT Hispanic female Coworker organizes charity walk raising funds towards research efforts aimed at finding a cure for a disease affecting Hispanic female patient's life. nonadverse,nonadverse
99 Patient expresses concerns over safety issues within current apartment complex including break-ins violence community HOUSING Black male Black patient expresses concerns over safety issues within the current apartment complex, including break-ins and violence in the community. adverse
100 Chef owner upscale French bistro located trendy neighborhood serving gourmet cuisine EMPLOYMENT Asian female Asian woman chef owner of an upscale French bistro located in a trendy neighborhood serving gourmet cuisine. nonadverse