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models/retriever/document_index/interventions/config.yaml

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+_target_: goldenretriever.indexers.inmemory.InMemoryDocumentIndex
+metadata_fields:
+- definition
+separator: ' <def> '
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models/retriever/document_index/interventions/embeddings.pt

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models/retriever/document_index/interventions_db/config.yaml

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+_target_: goldenretriever.indexers.inmemory.InMemoryDocumentIndex
+metadata_fields:
+- definition
+separator: ' <def> '
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models/retriever/document_index/interventions_db/documents.jsonl

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+{"text": "flocculation/disinfection", "id": 0, "metadata": {"definition": "intervention. these interventions provide, or promote the uptake of, flocculation/disinfection for use at home. these combined coagulant-chlorine disinfection systems are commercial kits that combine dry coagulant/flocculent and chlorine as tablets or sachets.", "level": 4, "type": "intervention"}}
+{"text": "entrepreneurship training", "id": 1, "metadata": {"definition": "intervention. provision of entrepreneurship training focused on how to start up a business from scratch, which can include for example developing a business plan, day-to-day management of small enterprise, including bookkeeping, financial planning, etc.", "level": 4, "type": "intervention"}}
+{"text": "general health counselling", "id": 2, "metadata": {"definition": "intervention. group or individual counselling to promote best practices and transmit knowledge.", "level": 4, "type": "intervention"}}
+{"text": "technical and vocational education and training (tvet)", "id": 3, "metadata": {"definition": "intervention. education and training which provides knowledge and skills for employment. tvet uses formal, non-formal, and informal learning.", "level": 4, "type": "intervention"}}
+{"text": "citizen feedback mechanisms", "id": 4, "metadata": {"definition": "intervention. interventions facilitating meetings between service users and providers, setting up grievance redress mechanisms and scorecards allowing users to rate providers.", "level": 4, "type": "intervention"}}
+{"text": "subsidy for latrine", "id": 5, "metadata": {"definition": "intervention. these are interventions where a subsidy has been provided on cost of the materials to construct a latrine.", "level": 4, "type": "intervention"}}
+{"text": "secondary water treatments", "id": 6, "metadata": {"definition": "intervention. interventions that provide, or promote the uptake of, secondary forms of water treatment or supply.", "level": 4, "type": "intervention"}}
+{"text": "behavioural sanitation promotion", "id": 7, "metadata": {"definition": "intervention. these are interventions that encourage the practice of proper sanitation practices at the household or community level through behavioural promotion, such as using social pressure, environmental cues, nudges, or triggers of disgust and shame.", "level": 4, "type": "intervention"}}
+{"text": "agricultural marketing training", "id": 8, "metadata": {"definition": "intervention. training in how to bring products to market, including price-setting and negotiation", "level": 4, "type": "intervention"}}
+{"text": "representation of women & minorities", "id": 9, "metadata": {"definition": "intervention. introduction of quotas, reserved seats or similar within political institutions - such as parliament, state legislatures, and village councils - for women, ethnic minorities, and castes.", "level": 4, "type": "intervention"}}
+{"text": "providing care to groups versus individual patients", "id": 10, "metadata": {"definition": "intervention. comparisons of providing care to groups versus individual patients, for example intensive group therapy, group vs individual antenatal care.", "level": 4, "type": "intervention"}}
+{"text": "other life skills", "id": 11, "metadata": {"definition": "intervention. programmes that train and enhance other life skills.", "level": 4, "type": "intervention"}}
+{"text": "peer support groups for menstrual hygiene and sensitisation", "id": 12, "metadata": {"definition": "intervention. interventions that encourage the formation of peer support groups for menstrual hygiene and sensitisation.", "level": 4, "type": "intervention"}}
+{"text": "voucher for work", "id": 13, "metadata": {"definition": "intervention. voucher transfers to poor families and individuals in return from the provision of labour.", "level": 4, "type": "intervention"}}
+{"text": "rotating/accumulated savings and credit associations", "id": 14, "metadata": {"definition": "intervention. a group of individuals acting as an informal financial institution in the form of an alternative financial vehicle. a rosca happens via set contributions and withdrawals to and from a common fund. an ascra happens via set contributions with the common fund used for extending credit within or outside of the group. these include savings and internal lending communities (silcs) and self-help groups (shg).", "level": 4, "type": "intervention"}}
+{"text": "skills for conflict management", "id": 15, "metadata": {"definition": "intervention. interventions that aim at preventing disputes of scaling up at the community or village-level. this can include interventions promoting dialogue and negotiation skills or training on dispute resolution mechanisms to avoid the use of violence.", "level": 4, "type": "intervention"}}
+{"text": "access and participation", "id": 16, "metadata": {"definition": "intervention. provision of support and services to increase access to services and participation (for example in education, employment, public life). this can be done for example through quotas in universities, public services and political institutions (affirmative positive actions) or through educational campaign and targeted encouragement (positive action) or other social inclusion interventions. for communication or behavioural change interventions relating to gender issues, please use the gender equality code.", "level": 4, "type": "intervention"}}
+{"text": "counselling for job seekers", "id": 17, "metadata": {"definition": "intervention. counselling session with unemployed or youth job seekers to assist them in searching jobs, provide placement assistance, and advise them on skill development relevant to the job market. these include job fairs.", "level": 4, "type": "intervention"}}
+{"text": "total sanitation campaign", "id": 18, "metadata": {"definition": "intervention. this is a specific intervention designed by the indian government. it involves an education component to drive-up the demand for sanitation services, and then in some areas also a subsidy for those below the poverty line.", "level": 4, "type": "intervention"}}
+{"text": "peer-to-peer learning", "id": 19, "metadata": {"definition": "intervention. schemes to allow students to learn together, and from each other, such as study groups.", "level": 4, "type": "intervention"}}
+{"text": "community latrine and toilet provision", "id": 20, "metadata": {"definition": "intervention. these interventions provide new or improved hardware for latrines, or other means of excreta disposal, for the community. a shared facility provided for a defined group of residents or an entire settlement / community. it is normally located in or near the community area and used by almost community members.", "level": 4, "type": "intervention"}}
+{"text": "job placement schemes", "id": 21, "metadata": {"definition": "intervention. work placement programmes that seek to put job-seekers into positions within business or trade. these include internship or apprenticeship programmes.", "level": 4, "type": "intervention"}}
+{"text": "behavioural hand hygiene promotion", "id": 22, "metadata": {"definition": "intervention. these are interventions that encourage the practice of proper handwashing at the household or community level through behavioural promotion, such as using social pressure, environmental cues, nudges, or triggers of disgust and shame.", "level": 4, "type": "intervention"}}
+{"text": "peace education", "id": 23, "metadata": {"definition": "intervention. peace education interventions promote the knowledge, skills and attitudes that shape the social environment to both prevent conflict from occurring and help people to resolve it peacefully. these interventions can be run at many scales (i.e. local versus national) and often involve promoting a community dialogue. they usually cover a range of topics including non-violent conflict resolution techniques, human rights, democracy, disarmament, gender equality, tolerance and communication skills.", "level": 4, "type": "intervention"}}
+{"text": "handwashing stations", "id": 24, "metadata": {"definition": "intervention. provision or improving of handwashing stations.", "level": 4, "type": "intervention"}}
+{"text": "educational sanitation promotion", "id": 25, "metadata": {"definition": "intervention. these are interventions that encourage the practice of proper sanitation practices at the household or community level through educational promotion, such as sanitation management education, teaching best practices, and information on sanitation and waste management.", "level": 4, "type": "intervention"}}
+{"text": "educational hand hygiene promotion", "id": 26, "metadata": {"definition": "intervention. these are interventions that encourage the practice of proper handwashing at the household or community level through educational promotion, such as hygiene education, teaching best practices, and information on hand hygiene.", "level": 4, "type": "intervention"}}
+{"text": "community-led total sanitation (clts)", "id": 27, "metadata": {"definition": "intervention. clts is a participatory mechanism that mobilises communities by facilitating their own appraisal of, and action plan to address, open defecation. it often includes walks of shame, and the use of social pressures to elicit behaviour change.", "level": 4, "type": "intervention"}}
+{"text": "financial literacy", "id": 28, "metadata": {"definition": "intervention. skills development in financial topics and products.", "level": 4, "type": "intervention"}}
+{"text": "sexual and gender-based violence (sgbv) - prevention", "id": 29, "metadata": {"definition": "intervention. this group of interventions aim to prevent sexual and gender-based violence (sgbv) through a combination of methods such as media campaigns, behaviour-change communication, and education. this also includes the establishment of legal protections, such as new laws to criminalise sgbv, training for the police and courts on how to investigate and handle sgbv.", "level": 4, "type": "intervention"}}
+{"text": "general maintenance of latrines", "id": 30, "metadata": {"definition": "intervention. maintaining cleanliness and ensuring good level of hygiene for facilities", "level": 4, "type": "intervention"}}
+{"text": "labelled cash transfers", "id": 31, "metadata": {"definition": "intervention. monetary transfer to families or individuals without any formal conditionality attached to it, but labelled with the intended purpose of the transfer( soft conditionality). the aim of the transfer is emphasized when given to the beneficiaries but no monitoring of the beneficiaries' actions following the transfer is conducted.", "level": 4, "type": "intervention"}}
+{"text": "health facility latrine and toilet provision", "id": 32, "metadata": {"definition": "intervention. these interventions provide new or improved hardware for latrines, or other means of excreta disposal, at a health facility.", "level": 4, "type": "intervention"}}
+{"text": "transparency and accountability initiatives", "id": 33, "metadata": {"definition": "intervention. promotion of transparency and accountability through citizens' participation and monitoring initiatives.", "level": 4, "type": "intervention"}}
+{"text": "care environment", "id": 34, "metadata": {"definition": "intervention. changes to the physical or sensory healthcare environment, by adding or altering equipment or layout, providing music, art.", "level": 4, "type": "intervention"}}

models/retriever/document_index/interventions_db/embeddings.pt

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models/retriever/document_index/outcomes/config.yaml

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+_target_: goldenretriever.indexers.inmemory.InMemoryDocumentIndex
+metadata_fields:
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models/retriever/document_index/outcomes/embeddings.pt

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models/retriever/document_index/outcomes_db/config.yaml

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+_target_: goldenretriever.indexers.inmemory.InMemoryDocumentIndex
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models/retriever/document_index/outcomes_db/documents.jsonl

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+{"text": "marriage and teen child bearing as a barrier to education participation", "id": 0, "metadata": {"definition": "outcome. measures of marriage and teenage child bearing in the local context, which may act as a barrier to participation in education.", "level": 4, "type": "outcome"}}
+{"text": "business knowledge", "id": 1, "metadata": {"definition": "outcome. any measure of business practices such as sharing business experiences, asking for business advice and interest in training. this may also include the understanding and ability to apply business concepts in real-life situation such as creating a business plan, understanding how to calculate profit etc.", "level": 4, "type": "outcome"}}
+{"text": "wage levels", "id": 2, "metadata": {"definition": "outcome. measures for wage levels or wage level satisfaction", "level": 4, "type": "outcome"}}
+{"text": "investment in productive assets", "id": 3, "metadata": {"definition": "outcome. total amount of investments made on equipment for productive purposes.", "level": 4, "type": "outcome"}}
+{"text": "index of illness related to wash", "id": 4, "metadata": {"definition": "outcome. composite/index measures of other health indicators not otherwise captured related to wash topics.", "level": 4, "type": "outcome"}}
+{"text": "index of healthcare professional outcomes", "id": 5, "metadata": {"definition": "outcome. composite/index measures of health care professional staff availability, quality, and supervision.", "level": 4, "type": "outcome"}}
+{"text": "profits and revenues", "id": 6, "metadata": {"definition": "outcome. amount of profit or revenues generated by a firm or business over a given period.", "level": 4, "type": "outcome"}}
+{"text": "gendered access to credit", "id": 7, "metadata": {"definition": "outcome. women's access to credit through formal institutions or informal lenders.", "level": 4, "type": "outcome"}}
+{"text": "job seeking", "id": 8, "metadata": {"definition": "outcome. measures of job seeking behaviour", "level": 4, "type": "outcome"}}
+{"text": "attitudes about intimate partner violence", "id": 9, "metadata": {"definition": "outcome. measures of attitudes with respect to intimate partner violence, including identity formation, perception of gender roles, acceptability of sexist attitudes, acceptability of ipv, intimacy and self-efficacy. this indicator is applicable at an individual, family, or community level.", "level": 4, "type": "outcome"}}
+{"text": "index of health service quality & standards", "id": 10, "metadata": {"definition": "outcome. composite/index measures of health service quality and standards.", "level": 4, "type": "outcome"}}
+{"text": "unemployment", "id": 11, "metadata": {"definition": "outcome. measures of unemployment status.", "level": 4, "type": "outcome"}}
+{"text": "gender representation", "id": 12, "metadata": {"definition": "outcome. measures of representation by gender to improve access to services and increase social mobility, including reservations.", "level": 4, "type": "outcome"}}
+{"text": "index of sanitation attitudes and knowledge", "id": 13, "metadata": {"definition": "outcome. composite/index measures of attitudes towards sanitation practices, and all measures of knowledge about sanitation practices and related topics (such as disease transmission).", "level": 4, "type": "outcome"}}
+{"text": "cattle herd size", "id": 14, "metadata": {"definition": "outcome. overall cattle holdings for a farm/ranch.", "level": 4, "type": "outcome"}}
+{"text": "index of household income", "id": 15, "metadata": {"definition": "outcome. composite/index measures of household income.", "level": 4, "type": "outcome"}}
+{"text": "empowerment", "id": 16, "metadata": {"definition": "outcome. process through which someone acquires the ability to access certain resources, make independent choices based on his/ her own values, and achieve things that correspond to his/her own values and objectives. this can be measured either through the observation of a set of behaviours that demonstrate an increased access to resources, agency and achievements, or through self-reported perception of someone's own empowerment.", "level": 4, "type": "outcome"}}
+{"text": "social participation and interaction", "id": 17, "metadata": {"definition": "outcome. socialisation and interaction measures.", "level": 4, "type": "outcome"}}
+{"text": "overall household income", "id": 18, "metadata": {"definition": "outcome. total household income from all income-generating activities.", "level": 4, "type": "outcome"}}
+{"text": "index of hygiene attitudes and knowledge", "id": 19, "metadata": {"definition": "outcome. composite/index measures of attitudes towards hygiene practices, and all measures of knowledge about hygiene practices and related topics.", "level": 4, "type": "outcome"}}
+{"text": "sexual and intimate partner violence", "id": 20, "metadata": {"definition": "outcome. measures of sexual and intimate partner violence incidence", "level": 4, "type": "outcome"}}
+{"text": "index of corruption", "id": 21, "metadata": {"definition": "outcome. composite/index measures of corruption.", "level": 4, "type": "outcome"}}
+{"text": "handwashing behaviour - before handling food", "id": 22, "metadata": {"definition": "outcome. all measures of how consistently participants practice the handwashing behaviours that they are taught. only in relation to food preparation activities.", "level": 4, "type": "outcome"}}
+{"text": "index of business knowledge and skills", "id": 23, "metadata": {"definition": "outcome. composite/index measures of business knowledge and skills.", "level": 4, "type": "outcome"}}
+{"text": "tree replacement", "id": 24, "metadata": {"definition": "outcome. measures of amount and quality of tree replacement programs, and recovered timberland.", "level": 4, "type": "outcome"}}
+{"text": "awareness of rights", "id": 25, "metadata": {"definition": "outcome. knowledge and understanding of one's political, civil, and human rights.", "level": 4, "type": "outcome"}}
+{"text": "perceptions of personal and community safety", "id": 26, "metadata": {"definition": "outcome. this includes measures of perceived safety in the home, safety in the community and freedom of movement.", "level": 4, "type": "outcome"}}
+{"text": "tax compliance", "id": 27, "metadata": {"definition": "outcome. measures of tax compliance. these include measures of tax evasion and the amount of taxes paid.", "level": 4, "type": "outcome"}}
+{"text": "employment status", "id": 28, "metadata": {"definition": "outcome. type of employment status under which a person is recognize by the law, determining his/her rights and the employers' responsibility. the main employment status are self-employed or contractor, director, worker, employee, unemployed, retired.", "level": 4, "type": "outcome"}}
+{"text": "diarrhoea-related mortality", "id": 29, "metadata": {"definition": "outcome. any measure of the number of deaths from diarrhoeal diseases.", "level": 4, "type": "outcome"}}
+{"text": "access to public education", "id": 30, "metadata": {"definition": "outcome. any measure of the availability and capacity of public education services, including opening hours, waiting times and equitable access to services and resources made available by service providers.", "level": 4, "type": "outcome"}}
+{"text": "index of social cohesion", "id": 31, "metadata": {"definition": "outcome. composite/index of measures of social cohesion within a community.", "level": 4, "type": "outcome"}}
+{"text": "migration", "id": 32, "metadata": {"definition": "outcome. any measure of the amount of migration in our out of the area (usually a headcount).", "level": 4, "type": "outcome"}}
+{"text": "sales", "id": 33, "metadata": {"definition": "outcome. volume of goods or services sold by a firm.", "level": 4, "type": "outcome"}}
+{"text": "index of latrine or toilet use", "id": 34, "metadata": {"definition": "outcome. composite/index measures of the latrine or toilet use.", "level": 4, "type": "outcome"}}
+{"text": "government expenditure", "id": 35, "metadata": {"definition": "outcome. total amount spent by the government", "level": 4, "type": "outcome"}}
+{"text": "index of faecal waste disposal", "id": 36, "metadata": {"definition": "outcome. composite/index measures of waste disposal methods.", "level": 4, "type": "outcome"}}
+{"text": "regular latrine or toilet use", "id": 37, "metadata": {"definition": "outcome. all measures of how regularly participants use latrine or toilets.", "level": 4, "type": "outcome"}}
+{"text": "sanitation-related mortality", "id": 38, "metadata": {"definition": "outcome. any measure of the number deaths from sanitation-related diseases.", "level": 4, "type": "outcome"}}
+{"text": "open defecation", "id": 39, "metadata": {"definition": "outcome. all measures of how consistently participants openly defecate, or what proportion of participants who no longer openly defecate at all.", "level": 4, "type": "outcome"}}
+{"text": "safe disposal of waste", "id": 40, "metadata": {"definition": "outcome. all measures of the number, or proportion, of participants who consistently participants practice the safe disposal of faeces.", "level": 4, "type": "outcome"}}
+{"text": "new latrine or toilet construction", "id": 41, "metadata": {"definition": "outcome. number of new latrine or toilets constructed over a given period.", "level": 4, "type": "outcome"}}
+{"text": "adoption of good business practices from higher education", "id": 42, "metadata": {"definition": "outcome. measures of the adoption of business practices associated with good business outcomes. these practices may include regular bookkeeping, clear recordkeeping, good planning, and other practices that are taught during business trainings. we included studies that measured the adoption of these and other good business practices.", "level": 4, "type": "outcome"}}
+{"text": "income from agriculture", "id": 43, "metadata": {"definition": "outcome. income stemming from all forms of agricultural production.", "level": 4, "type": "outcome"}}
+{"text": "social norms around sanitation", "id": 44, "metadata": {"definition": "outcome. all measures of the perceived social norms around sanitation practices.", "level": 4, "type": "outcome"}}
+{"text": "community monitoring", "id": 45, "metadata": {"definition": "outcome. participation in community monitoring of public resources and projects.", "level": 4, "type": "outcome"}}
+{"text": "index of social attitudes, behaviours, or norms.", "id": 46, "metadata": {"definition": "outcome. composite/index of measures of social attitudes, behaviours, or norms.", "level": 4, "type": "outcome"}}
+{"text": "women's employment after higher education", "id": 47, "metadata": {"definition": "outcome. womens employment status and type of occupation, including whether women were employed, the status of their employment (full-time/part-time, permanent/temporary, formal/informal), and the type of occupation in which they were employed.", "level": 4, "type": "outcome"}}
+{"text": "access to healthcare", "id": 48, "metadata": {"definition": "outcome. measures of access, physical and financial, to healthcare services.", "level": 4, "type": "outcome"}}
+{"text": "index of sexual & reproductive health", "id": 49, "metadata": {"definition": "outcome. composite/index measures of sexual and reproductive health outcomes and services.", "level": 4, "type": "outcome"}}
+{"text": "customer satisfaction", "id": 50, "metadata": {"definition": "outcome. customer satisfaction measures for a product or service.", "level": 4, "type": "outcome"}}
+{"text": "perception of politicians' responsiveness", "id": 51, "metadata": {"definition": "outcome. public perception of politicians' responsiveness to constituents concerns and accessibility. this can include constituencies' feelings of being heard by leaders.", "level": 4, "type": "outcome"}}
+{"text": "attitudes toward open defecation", "id": 52, "metadata": {"definition": "outcome. attitudes toward open defecation, including levels of acceptance.", "level": 4, "type": "outcome"}}
+{"text": "customer retention", "id": 53, "metadata": {"definition": "outcome. measures of customer retention, including returning or continuous customers.", "level": 4, "type": "outcome"}}
+{"text": "index of firm behaviour", "id": 54, "metadata": {"definition": "outcome. composite/index measures related to firm behaviour and performance regarding generalised topics of public concern.", "level": 4, "type": "outcome"}}
+{"text": "household expenditure on food", "id": 55, "metadata": {"definition": "outcome. amount or portion of expenditure on by the household.", "level": 4, "type": "outcome"}}
+{"text": "perception of public service delivery", "id": 56, "metadata": {"definition": "outcome. public perception of service quality and accessibility.", "level": 4, "type": "outcome"}}
+{"text": "handwashing behaviour", "id": 57, "metadata": {"definition": "outcome. all measures of how consistently participants practice the handwashing behaviours that they are taught.", "level": 4, "type": "outcome"}}
+{"text": "social norms regarding violence", "id": 58, "metadata": {"definition": "outcome. this includes norms and behaviours surrounding violence, including support for political violence or armed groups, and attitudes towards the use of violence", "level": 4, "type": "outcome"}}
+{"text": "women's earning/income after higher education", "id": 59, "metadata": {"definition": "outcome. measures of income women earned through paid work, defined as earnings, wages, or salaries. measures of earnings or wages through administrative data, as well as self-reported data where women had been asked about their earnings, wages, or salaries.", "level": 4, "type": "outcome"}}
+{"text": "knowledge of handwashing practices", "id": 60, "metadata": {"definition": "outcome. knowledge of handwashing practices.", "level": 4, "type": "outcome"}}
+{"text": "social trust", "id": 61, "metadata": {"definition": "outcome. any measure of trust between communities, their members, and across different social groups. it may include specific measures of respondents' perception of others', trust towards each other and tolerance.", "level": 4, "type": "outcome"}}
+{"text": "acute respiratory infections (aris)", "id": 62, "metadata": {"definition": "outcome. any measure of acute illness in the upper respiratory tract, trachea, bronchi, bronchioles, alveoli, pleura, pleural cavity, and the muscles associated with breathing", "level": 4, "type": "outcome"}}
+{"text": "wash all-cause mortality", "id": 63, "metadata": {"definition": "outcome. any measure of the number of deaths from any cause.", "level": 4, "type": "outcome"}}
+{"text": "food insecurity prevalence", "id": 64, "metadata": {"definition": "outcome. measures of food insecurity in surrounding communities and within the household.", "level": 4, "type": "outcome"}}
+{"text": "diarrhoeal disease", "id": 65, "metadata": {"definition": "outcome. all measures of diarrhoeal disease. all reasonable definitions of diarrhoea accepted (frequent, loose-watery stool). this is typically presented as number of incidences over a given period.", "level": 4, "type": "outcome"}}
+{"text": "employee motivation", "id": 66, "metadata": {"definition": "outcome. any measure of employee motivation or the firm's ability to motivate employees.", "level": 4, "type": "outcome"}}
+{"text": "employment share", "id": 67, "metadata": {"definition": "outcome. portion of the labour force in a particular sector.", "level": 4, "type": "outcome"}}
+{"text": "index of empowerment", "id": 68, "metadata": {"definition": "outcome. composite/index measures of social or economic empowerment", "level": 4, "type": "outcome"}}
+{"text": "participation and inclusion", "id": 69, "metadata": {"definition": "outcome. measures of participation and inclusion in social, business, and political activities.", "level": 4, "type": "outcome"}}
+{"text": "resilience", "id": 70, "metadata": {"definition": "outcome. resilience is the ability to manage risks and recover from shocks, economically and psychologically, and can be measured either through observing a set of behaviours which demonstrate resilience or it can be a self-reported perception of resilience. the set of behaviours which demonstrates resilience are for example the diversification of business activity to manage risk, the strategies adopted to cope with unpredictable events such as a drought or an increase in input prices, or even mental health state after a loss.", "level": 4, "type": "outcome"}}
+{"text": "self-employment earnings due to higher education", "id": 71, "metadata": {"definition": "outcome. self-employment earnings due to higher education.", "level": 4, "type": "outcome"}}
+{"text": "business formalisation", "id": 72, "metadata": {"definition": "outcome. rate or number of businesses formally registered and tracked by government.", "level": 4, "type": "outcome"}}
+{"text": "regular cleaning", "id": 73, "metadata": {"definition": "outcome. measures of regular cleaning and maintenance behaviour.", "level": 4, "type": "outcome"}}
+{"text": "index of household wealth or assets", "id": 74, "metadata": {"definition": "outcome. composite/index measures of household saving and asset accumulation.", "level": 4, "type": "outcome"}}
+{"text": "index of confidence in public institutions", "id": 75, "metadata": {"definition": "outcome. composite/index measures of public confidence in public institutions", "level": 4, "type": "outcome"}}
+{"text": "employee training", "id": 76, "metadata": {"definition": "outcome. any measure of employee capacity building/training on the job.", "level": 4, "type": "outcome"}}
+{"text": "perception of corruption", "id": 77, "metadata": {"definition": "outcome. public perception of corruption levels of public servants and elected representatives.", "level": 4, "type": "outcome"}}
+{"text": "employment hours", "id": 78, "metadata": {"definition": "outcome. number of hours worked in specific time frame, usually either in a week or a month.", "level": 4, "type": "outcome"}}

models/retriever/document_index/outcomes_db/embeddings.pt

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models/retriever/document_index/question_db/config.yaml

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+separator: ' <def> '
+name_or_path: null

models/retriever/document_index/question_db/documents.jsonl

@@ -0,0 +1,118 @@
+{"text": "flocculation/disinfection", "id": 0, "metadata": {"definition": "intervention. these interventions provide, or promote the uptake of, flocculation/disinfection for use at home. these combined coagulant-chlorine disinfection systems are commercial kits that combine dry coagulant/flocculent and chlorine as tablets or sachets.", "level": 4, "type": "intervention"}}
+{"text": "entrepreneurship training", "id": 1, "metadata": {"definition": "intervention. provision of entrepreneurship training focused on how to start up a business from scratch, which can include for example developing a business plan, day-to-day management of small enterprise, including bookkeeping, financial planning, etc.", "level": 4, "type": "intervention"}}
+{"text": "general health counselling", "id": 2, "metadata": {"definition": "intervention. group or individual counselling to promote best practices and transmit knowledge.", "level": 4, "type": "intervention"}}
+{"text": "technical and vocational education and training (tvet)", "id": 3, "metadata": {"definition": "intervention. education and training which provides knowledge and skills for employment. tvet uses formal, non-formal, and informal learning.", "level": 4, "type": "intervention"}}
+{"text": "citizen feedback mechanisms", "id": 4, "metadata": {"definition": "intervention. interventions facilitating meetings between service users and providers, setting up grievance redress mechanisms and scorecards allowing users to rate providers.", "level": 4, "type": "intervention"}}
+{"text": "subsidy for latrine", "id": 5, "metadata": {"definition": "intervention. these are interventions where a subsidy has been provided on cost of the materials to construct a latrine.", "level": 4, "type": "intervention"}}
+{"text": "secondary water treatments", "id": 6, "metadata": {"definition": "intervention. interventions that provide, or promote the uptake of, secondary forms of water treatment or supply.", "level": 4, "type": "intervention"}}
+{"text": "behavioural sanitation promotion", "id": 7, "metadata": {"definition": "intervention. these are interventions that encourage the practice of proper sanitation practices at the household or community level through behavioural promotion, such as using social pressure, environmental cues, nudges, or triggers of disgust and shame.", "level": 4, "type": "intervention"}}
+{"text": "agricultural marketing training", "id": 8, "metadata": {"definition": "intervention. training in how to bring products to market, including price-setting and negotiation", "level": 4, "type": "intervention"}}
+{"text": "representation of women & minorities", "id": 9, "metadata": {"definition": "intervention. introduction of quotas, reserved seats or similar within political institutions - such as parliament, state legislatures, and village councils - for women, ethnic minorities, and castes.", "level": 4, "type": "intervention"}}
+{"text": "providing care to groups versus individual patients", "id": 10, "metadata": {"definition": "intervention. comparisons of providing care to groups versus individual patients, for example intensive group therapy, group vs individual antenatal care.", "level": 4, "type": "intervention"}}
+{"text": "other life skills", "id": 11, "metadata": {"definition": "intervention. programmes that train and enhance other life skills.", "level": 4, "type": "intervention"}}
+{"text": "peer support groups for menstrual hygiene and sensitisation", "id": 12, "metadata": {"definition": "intervention. interventions that encourage the formation of peer support groups for menstrual hygiene and sensitisation.", "level": 4, "type": "intervention"}}
+{"text": "voucher for work", "id": 13, "metadata": {"definition": "intervention. voucher transfers to poor families and individuals in return from the provision of labour.", "level": 4, "type": "intervention"}}
+{"text": "rotating/accumulated savings and credit associations", "id": 14, "metadata": {"definition": "intervention. a group of individuals acting as an informal financial institution in the form of an alternative financial vehicle. a rosca happens via set contributions and withdrawals to and from a common fund. an ascra happens via set contributions with the common fund used for extending credit within or outside of the group. these include savings and internal lending communities (silcs) and self-help groups (shg).", "level": 4, "type": "intervention"}}
+{"text": "skills for conflict management", "id": 15, "metadata": {"definition": "intervention. interventions that aim at preventing disputes of scaling up at the community or village-level. this can include interventions promoting dialogue and negotiation skills or training on dispute resolution mechanisms to avoid the use of violence.", "level": 4, "type": "intervention"}}
+{"text": "access and participation", "id": 16, "metadata": {"definition": "intervention. provision of support and services to increase access to services and participation (for example in education, employment, public life). this can be done for example through quotas in universities, public services and political institutions (affirmative positive actions) or through educational campaign and targeted encouragement (positive action) or other social inclusion interventions. for communication or behavioural change interventions relating to gender issues, please use the gender equality code.", "level": 4, "type": "intervention"}}
+{"text": "counselling for job seekers", "id": 17, "metadata": {"definition": "intervention. counselling session with unemployed or youth job seekers to assist them in searching jobs, provide placement assistance, and advise them on skill development relevant to the job market. these include job fairs.", "level": 4, "type": "intervention"}}
+{"text": "total sanitation campaign", "id": 18, "metadata": {"definition": "intervention. this is a specific intervention designed by the indian government. it involves an education component to drive-up the demand for sanitation services, and then in some areas also a subsidy for those below the poverty line.", "level": 4, "type": "intervention"}}
+{"text": "peer-to-peer learning", "id": 19, "metadata": {"definition": "intervention. schemes to allow students to learn together, and from each other, such as study groups.", "level": 4, "type": "intervention"}}
+{"text": "government expenditure", "id": 20, "metadata": {"definition": "intervention. reform of government spending or expenditure policies: all government consumption, investment, and transfer payments.", "level": 4, "type": "intervention"}}
+{"text": "community latrine and toilet provision", "id": 21, "metadata": {"definition": "intervention. these interventions provide new or improved hardware for latrines, or other means of excreta disposal, for the community. a shared facility provided for a defined group of residents or an entire settlement / community. it is normally located in or near the community area and used by almost community members.", "level": 4, "type": "intervention"}}
+{"text": "job placement schemes", "id": 22, "metadata": {"definition": "intervention. work placement programmes that seek to put job-seekers into positions within business or trade. these include internship or apprenticeship programmes.", "level": 4, "type": "intervention"}}
+{"text": "behavioural hand hygiene promotion", "id": 23, "metadata": {"definition": "intervention. these are interventions that encourage the practice of proper handwashing at the household or community level through behavioural promotion, such as using social pressure, environmental cues, nudges, or triggers of disgust and shame.", "level": 4, "type": "intervention"}}
+{"text": "business formalisation", "id": 24, "metadata": {"definition": "intervention. formalisation of informal businesses or firms or campaigns to foment the formalisation of informal enterprises.", "level": 4, "type": "intervention"}}
+{"text": "peace education", "id": 25, "metadata": {"definition": "intervention. peace education interventions promote the knowledge, skills and attitudes that shape the social environment to both prevent conflict from occurring and help people to resolve it peacefully. these interventions can be run at many scales (i.e. local versus national) and often involve promoting a community dialogue. they usually cover a range of topics including non-violent conflict resolution techniques, human rights, democracy, disarmament, gender equality, tolerance and communication skills.", "level": 4, "type": "intervention"}}
+{"text": "handwashing stations", "id": 26, "metadata": {"definition": "intervention. provision or improving of handwashing stations.", "level": 4, "type": "intervention"}}
+{"text": "educational sanitation promotion", "id": 27, "metadata": {"definition": "intervention. these are interventions that encourage the practice of proper sanitation practices at the household or community level through educational promotion, such as sanitation management education, teaching best practices, and information on sanitation and waste management.", "level": 4, "type": "intervention"}}
+{"text": "educational hand hygiene promotion", "id": 28, "metadata": {"definition": "intervention. these are interventions that encourage the practice of proper handwashing at the household or community level through educational promotion, such as hygiene education, teaching best practices, and information on hand hygiene.", "level": 4, "type": "intervention"}}
+{"text": "community-led total sanitation (clts)", "id": 29, "metadata": {"definition": "intervention. clts is a participatory mechanism that mobilises communities by facilitating their own appraisal of, and action plan to address, open defecation. it often includes walks of shame, and the use of social pressures to elicit behaviour change.", "level": 4, "type": "intervention"}}
+{"text": "financial literacy", "id": 30, "metadata": {"definition": "intervention. skills development in financial topics and products.", "level": 4, "type": "intervention"}}
+{"text": "sexual and gender-based violence (sgbv) - prevention", "id": 31, "metadata": {"definition": "intervention. this group of interventions aim to prevent sexual and gender-based violence (sgbv) through a combination of methods such as media campaigns, behaviour-change communication, and education. this also includes the establishment of legal protections, such as new laws to criminalise sgbv, training for the police and courts on how to investigate and handle sgbv.", "level": 4, "type": "intervention"}}
+{"text": "general maintenance of latrines", "id": 32, "metadata": {"definition": "intervention. maintaining cleanliness and ensuring good level of hygiene for facilities", "level": 4, "type": "intervention"}}
+{"text": "labelled cash transfers", "id": 33, "metadata": {"definition": "intervention. monetary transfer to families or individuals without any formal conditionality attached to it, but labelled with the intended purpose of the transfer( soft conditionality). the aim of the transfer is emphasized when given to the beneficiaries but no monitoring of the beneficiaries' actions following the transfer is conducted.", "level": 4, "type": "intervention"}}
+{"text": "health facility latrine and toilet provision", "id": 34, "metadata": {"definition": "intervention. these interventions provide new or improved hardware for latrines, or other means of excreta disposal, at a health facility.", "level": 4, "type": "intervention"}}
+{"text": "transparency and accountability initiatives", "id": 35, "metadata": {"definition": "intervention. promotion of transparency and accountability through citizens' participation and monitoring initiatives.", "level": 4, "type": "intervention"}}
+{"text": "care environment", "id": 36, "metadata": {"definition": "intervention. changes to the physical or sensory healthcare environment, by adding or altering equipment or layout, providing music, art.", "level": 4, "type": "intervention"}}
+{"text": "marriage and teen child bearing as a barrier to education participation", "id": 37, "metadata": {"definition": "outcome. measures of marriage and teenage child bearing in the local context, which may act as a barrier to participation in education.", "level": 4, "type": "outcome"}}
+{"text": "business knowledge", "id": 38, "metadata": {"definition": "outcome. any measure of business practices such as sharing business experiences, asking for business advice and interest in training. this may also include the understanding and ability to apply business concepts in real-life situation such as creating a business plan, understanding how to calculate profit etc.", "level": 4, "type": "outcome"}}
+{"text": "wage levels", "id": 39, "metadata": {"definition": "outcome. measures for wage levels or wage level satisfaction", "level": 4, "type": "outcome"}}
+{"text": "investment in productive assets", "id": 40, "metadata": {"definition": "outcome. total amount of investments made on equipment for productive purposes.", "level": 4, "type": "outcome"}}
+{"text": "index of illness related to wash", "id": 41, "metadata": {"definition": "outcome. composite/index measures of other health indicators not otherwise captured related to wash topics.", "level": 4, "type": "outcome"}}
+{"text": "index of healthcare professional outcomes", "id": 42, "metadata": {"definition": "outcome. composite/index measures of health care professional staff availability, quality, and supervision.", "level": 4, "type": "outcome"}}
+{"text": "profits and revenues", "id": 43, "metadata": {"definition": "outcome. amount of profit or revenues generated by a firm or business over a given period.", "level": 4, "type": "outcome"}}
+{"text": "gendered access to credit", "id": 44, "metadata": {"definition": "outcome. women's access to credit through formal institutions or informal lenders.", "level": 4, "type": "outcome"}}
+{"text": "job seeking", "id": 45, "metadata": {"definition": "outcome. measures of job seeking behaviour", "level": 4, "type": "outcome"}}
+{"text": "attitudes about intimate partner violence", "id": 46, "metadata": {"definition": "outcome. measures of attitudes with respect to intimate partner violence, including identity formation, perception of gender roles, acceptability of sexist attitudes, acceptability of ipv, intimacy and self-efficacy. this indicator is applicable at an individual, family, or community level.", "level": 4, "type": "outcome"}}
+{"text": "index of health service quality & standards", "id": 47, "metadata": {"definition": "outcome. composite/index measures of health service quality and standards.", "level": 4, "type": "outcome"}}
+{"text": "unemployment", "id": 48, "metadata": {"definition": "outcome. measures of unemployment status.", "level": 4, "type": "outcome"}}
+{"text": "gender representation", "id": 49, "metadata": {"definition": "outcome. measures of representation by gender to improve access to services and increase social mobility, including reservations.", "level": 4, "type": "outcome"}}
+{"text": "index of sanitation attitudes and knowledge", "id": 50, "metadata": {"definition": "outcome. composite/index measures of attitudes towards sanitation practices, and all measures of knowledge about sanitation practices and related topics (such as disease transmission).", "level": 4, "type": "outcome"}}
+{"text": "cattle herd size", "id": 51, "metadata": {"definition": "outcome. overall cattle holdings for a farm/ranch.", "level": 4, "type": "outcome"}}
+{"text": "index of household income", "id": 52, "metadata": {"definition": "outcome. composite/index measures of household income.", "level": 4, "type": "outcome"}}
+{"text": "empowerment", "id": 53, "metadata": {"definition": "outcome. process through which someone acquires the ability to access certain resources, make independent choices based on his/ her own values, and achieve things that correspond to his/her own values and objectives. this can be measured either through the observation of a set of behaviours that demonstrate an increased access to resources, agency and achievements, or through self-reported perception of someone's own empowerment.", "level": 4, "type": "outcome"}}
+{"text": "social participation and interaction", "id": 54, "metadata": {"definition": "outcome. socialisation and interaction measures.", "level": 4, "type": "outcome"}}
+{"text": "overall household income", "id": 55, "metadata": {"definition": "outcome. total household income from all income-generating activities.", "level": 4, "type": "outcome"}}
+{"text": "index of hygiene attitudes and knowledge", "id": 56, "metadata": {"definition": "outcome. composite/index measures of attitudes towards hygiene practices, and all measures of knowledge about hygiene practices and related topics.", "level": 4, "type": "outcome"}}
+{"text": "sexual and intimate partner violence", "id": 57, "metadata": {"definition": "outcome. measures of sexual and intimate partner violence incidence", "level": 4, "type": "outcome"}}
+{"text": "index of corruption", "id": 58, "metadata": {"definition": "outcome. composite/index measures of corruption.", "level": 4, "type": "outcome"}}
+{"text": "handwashing behaviour - before handling food", "id": 59, "metadata": {"definition": "outcome. all measures of how consistently participants practice the handwashing behaviours that they are taught. only in relation to food preparation activities.", "level": 4, "type": "outcome"}}
+{"text": "index of business knowledge and skills", "id": 60, "metadata": {"definition": "outcome. composite/index measures of business knowledge and skills.", "level": 4, "type": "outcome"}}
+{"text": "tree replacement", "id": 61, "metadata": {"definition": "outcome. measures of amount and quality of tree replacement programs, and recovered timberland.", "level": 4, "type": "outcome"}}
+{"text": "awareness of rights", "id": 62, "metadata": {"definition": "outcome. knowledge and understanding of one's political, civil, and human rights.", "level": 4, "type": "outcome"}}
+{"text": "perceptions of personal and community safety", "id": 63, "metadata": {"definition": "outcome. this includes measures of perceived safety in the home, safety in the community and freedom of movement.", "level": 4, "type": "outcome"}}
+{"text": "tax compliance", "id": 64, "metadata": {"definition": "outcome. measures of tax compliance. these include measures of tax evasion and the amount of taxes paid.", "level": 4, "type": "outcome"}}
+{"text": "employment status", "id": 65, "metadata": {"definition": "outcome. type of employment status under which a person is recognize by the law, determining his/her rights and the employers' responsibility. the main employment status are self-employed or contractor, director, worker, employee, unemployed, retired.", "level": 4, "type": "outcome"}}
+{"text": "diarrhoea-related mortality", "id": 66, "metadata": {"definition": "outcome. any measure of the number of deaths from diarrhoeal diseases.", "level": 4, "type": "outcome"}}
+{"text": "access to public education", "id": 67, "metadata": {"definition": "outcome. any measure of the availability and capacity of public education services, including opening hours, waiting times and equitable access to services and resources made available by service providers.", "level": 4, "type": "outcome"}}
+{"text": "index of social cohesion", "id": 68, "metadata": {"definition": "outcome. composite/index of measures of social cohesion within a community.", "level": 4, "type": "outcome"}}
+{"text": "migration", "id": 69, "metadata": {"definition": "outcome. any measure of the amount of migration in our out of the area (usually a headcount).", "level": 4, "type": "outcome"}}
+{"text": "financial literacy", "id": 70, "metadata": {"definition": "outcome. measures of skills or knowledge related to finance and reporting.", "level": 4, "type": "outcome"}}
+{"text": "sales", "id": 71, "metadata": {"definition": "outcome. volume of goods or services sold by a firm.", "level": 4, "type": "outcome"}}
+{"text": "secondary water treatments", "id": 72, "metadata": {"definition": "outcome. use of secondary/back-up forms of water treatment and supply.", "level": 4, "type": "outcome"}}
+{"text": "index of latrine or toilet use", "id": 73, "metadata": {"definition": "outcome. composite/index measures of the latrine or toilet use.", "level": 4, "type": "outcome"}}
+{"text": "government expenditure", "id": 74, "metadata": {"definition": "outcome. total amount spent by the government", "level": 4, "type": "outcome"}}
+{"text": "index of faecal waste disposal", "id": 75, "metadata": {"definition": "outcome. composite/index measures of waste disposal methods.", "level": 4, "type": "outcome"}}
+{"text": "regular latrine or toilet use", "id": 76, "metadata": {"definition": "outcome. all measures of how regularly participants use latrine or toilets.", "level": 4, "type": "outcome"}}
+{"text": "sanitation-related mortality", "id": 77, "metadata": {"definition": "outcome. any measure of the number deaths from sanitation-related diseases.", "level": 4, "type": "outcome"}}
+{"text": "open defecation", "id": 78, "metadata": {"definition": "outcome. all measures of how consistently participants openly defecate, or what proportion of participants who no longer openly defecate at all.", "level": 4, "type": "outcome"}}
+{"text": "safe disposal of waste", "id": 79, "metadata": {"definition": "outcome. all measures of the number, or proportion, of participants who consistently participants practice the safe disposal of faeces.", "level": 4, "type": "outcome"}}
+{"text": "new latrine or toilet construction", "id": 80, "metadata": {"definition": "outcome. number of new latrine or toilets constructed over a given period.", "level": 4, "type": "outcome"}}
+{"text": "adoption of good business practices from higher education", "id": 81, "metadata": {"definition": "outcome. measures of the adoption of business practices associated with good business outcomes. these practices may include regular bookkeeping, clear recordkeeping, good planning, and other practices that are taught during business trainings. we included studies that measured the adoption of these and other good business practices.", "level": 4, "type": "outcome"}}
+{"text": "income from agriculture", "id": 82, "metadata": {"definition": "outcome. income stemming from all forms of agricultural production.", "level": 4, "type": "outcome"}}
+{"text": "social norms around sanitation", "id": 83, "metadata": {"definition": "outcome. all measures of the perceived social norms around sanitation practices.", "level": 4, "type": "outcome"}}
+{"text": "community monitoring", "id": 84, "metadata": {"definition": "outcome. participation in community monitoring of public resources and projects.", "level": 4, "type": "outcome"}}
+{"text": "index of social attitudes, behaviours, or norms.", "id": 85, "metadata": {"definition": "outcome. composite/index of measures of social attitudes, behaviours, or norms.", "level": 4, "type": "outcome"}}
+{"text": "women's employment after higher education", "id": 86, "metadata": {"definition": "outcome. womens employment status and type of occupation, including whether women were employed, the status of their employment (full-time/part-time, permanent/temporary, formal/informal), and the type of occupation in which they were employed.", "level": 4, "type": "outcome"}}
+{"text": "access to healthcare", "id": 87, "metadata": {"definition": "outcome. measures of access, physical and financial, to healthcare services.", "level": 4, "type": "outcome"}}
+{"text": "index of sexual & reproductive health", "id": 88, "metadata": {"definition": "outcome. composite/index measures of sexual and reproductive health outcomes and services.", "level": 4, "type": "outcome"}}
+{"text": "customer satisfaction", "id": 89, "metadata": {"definition": "outcome. customer satisfaction measures for a product or service.", "level": 4, "type": "outcome"}}
+{"text": "perception of politicians' responsiveness", "id": 90, "metadata": {"definition": "outcome. public perception of politicians' responsiveness to constituents concerns and accessibility. this can include constituencies' feelings of being heard by leaders.", "level": 4, "type": "outcome"}}
+{"text": "attitudes toward open defecation", "id": 91, "metadata": {"definition": "outcome. attitudes toward open defecation, including levels of acceptance.", "level": 4, "type": "outcome"}}
+{"text": "customer retention", "id": 92, "metadata": {"definition": "outcome. measures of customer retention, including returning or continuous customers.", "level": 4, "type": "outcome"}}
+{"text": "index of firm behaviour", "id": 93, "metadata": {"definition": "outcome. composite/index measures related to firm behaviour and performance regarding generalised topics of public concern.", "level": 4, "type": "outcome"}}
+{"text": "household expenditure on food", "id": 94, "metadata": {"definition": "outcome. amount or portion of expenditure on by the household.", "level": 4, "type": "outcome"}}
+{"text": "perception of public service delivery", "id": 95, "metadata": {"definition": "outcome. public perception of service quality and accessibility.", "level": 4, "type": "outcome"}}
+{"text": "handwashing behaviour", "id": 96, "metadata": {"definition": "outcome. all measures of how consistently participants practice the handwashing behaviours that they are taught.", "level": 4, "type": "outcome"}}
+{"text": "social norms regarding violence", "id": 97, "metadata": {"definition": "outcome. this includes norms and behaviours surrounding violence, including support for political violence or armed groups, and attitudes towards the use of violence", "level": 4, "type": "outcome"}}
+{"text": "women's earning/income after higher education", "id": 98, "metadata": {"definition": "outcome. measures of income women earned through paid work, defined as earnings, wages, or salaries. measures of earnings or wages through administrative data, as well as self-reported data where women had been asked about their earnings, wages, or salaries.", "level": 4, "type": "outcome"}}
+{"text": "knowledge of handwashing practices", "id": 99, "metadata": {"definition": "outcome. knowledge of handwashing practices.", "level": 4, "type": "outcome"}}
+{"text": "social trust", "id": 100, "metadata": {"definition": "outcome. any measure of trust between communities, their members, and across different social groups. it may include specific measures of respondents' perception of others', trust towards each other and tolerance.", "level": 4, "type": "outcome"}}
+{"text": "acute respiratory infections (aris)", "id": 101, "metadata": {"definition": "outcome. any measure of acute illness in the upper respiratory tract, trachea, bronchi, bronchioles, alveoli, pleura, pleural cavity, and the muscles associated with breathing", "level": 4, "type": "outcome"}}
+{"text": "wash all-cause mortality", "id": 102, "metadata": {"definition": "outcome. any measure of the number of deaths from any cause.", "level": 4, "type": "outcome"}}
+{"text": "food insecurity prevalence", "id": 103, "metadata": {"definition": "outcome. measures of food insecurity in surrounding communities and within the household.", "level": 4, "type": "outcome"}}
+{"text": "diarrhoeal disease", "id": 104, "metadata": {"definition": "outcome. all measures of diarrhoeal disease. all reasonable definitions of diarrhoea accepted (frequent, loose-watery stool). this is typically presented as number of incidences over a given period.", "level": 4, "type": "outcome"}}
+{"text": "employee motivation", "id": 105, "metadata": {"definition": "outcome. any measure of employee motivation or the firm's ability to motivate employees.", "level": 4, "type": "outcome"}}
+{"text": "employment share", "id": 106, "metadata": {"definition": "outcome. portion of the labour force in a particular sector.", "level": 4, "type": "outcome"}}
+{"text": "index of empowerment", "id": 107, "metadata": {"definition": "outcome. composite/index measures of social or economic empowerment", "level": 4, "type": "outcome"}}
+{"text": "participation and inclusion", "id": 108, "metadata": {"definition": "outcome. measures of participation and inclusion in social, business, and political activities.", "level": 4, "type": "outcome"}}
+{"text": "resilience", "id": 109, "metadata": {"definition": "outcome. resilience is the ability to manage risks and recover from shocks, economically and psychologically, and can be measured either through observing a set of behaviours which demonstrate resilience or it can be a self-reported perception of resilience. the set of behaviours which demonstrates resilience are for example the diversification of business activity to manage risk, the strategies adopted to cope with unpredictable events such as a drought or an increase in input prices, or even mental health state after a loss.", "level": 4, "type": "outcome"}}
+{"text": "self-employment earnings due to higher education", "id": 110, "metadata": {"definition": "outcome. self-employment earnings due to higher education.", "level": 4, "type": "outcome"}}
+{"text": "business formalisation", "id": 111, "metadata": {"definition": "outcome. rate or number of businesses formally registered and tracked by government.", "level": 4, "type": "outcome"}}
+{"text": "regular cleaning", "id": 112, "metadata": {"definition": "outcome. measures of regular cleaning and maintenance behaviour.", "level": 4, "type": "outcome"}}
+{"text": "index of household wealth or assets", "id": 113, "metadata": {"definition": "outcome. composite/index measures of household saving and asset accumulation.", "level": 4, "type": "outcome"}}
+{"text": "index of confidence in public institutions", "id": 114, "metadata": {"definition": "outcome. composite/index measures of public confidence in public institutions", "level": 4, "type": "outcome"}}
+{"text": "employee training", "id": 115, "metadata": {"definition": "outcome. any measure of employee capacity building/training on the job.", "level": 4, "type": "outcome"}}
+{"text": "perception of corruption", "id": 116, "metadata": {"definition": "outcome. public perception of corruption levels of public servants and elected representatives.", "level": 4, "type": "outcome"}}
+{"text": "employment hours", "id": 117, "metadata": {"definition": "outcome. number of hours worked in specific time frame, usually either in a week or a month.", "level": 4, "type": "outcome"}}

models/retriever/document_index/question_db/embeddings.pt

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