273 extractive question-and-answer pairs built from Chapter 1. Introduction, published by nhsrcindia.org. Every answer is a verbatim span of text the source prints, and each row carries the passage it sits in, its offset in that passage, the source quote, the page and the location in the document, so any row can be checked against the original. 153 of the 273 pairs (56.0%) are explanatory questions and 120 restate a figure. 99.63% of rows pass the corpus quality gate.
Use the API URL with your free DD token in notebooks, scripts, and pipelines.
https://www.desidata.in/api/datasets/operational-guidelines-for-free-diagnostics-service-initiative-question-and/downloadDataset downloads are free. For Python or API downloads, sign in once and create a free DD token; set it as DD_TOKEN or save it in your notebook's secrets. Requests are linked to your account so your download history and counts stay accurate.
# One-time install: pip install desidata
# Set DD_TOKEN in your environment first (create a free token in Profile & settings).
import desidata
df = desidata.load("operational-guidelines-for-free-diagnostics-service-initiative-question-and")
df.head()Sign in with Google to download.
Usable for analysis, but expect some cleaning before you rely on it.
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First 10 of 273 rows
| question | answer | context | answer_start | question_type | knowledge_quality_score | source_quote | source_page | source_location | confidence | validation_status |
|---|---|---|---|---|---|---|---|---|---|---|
| What is the purpose of the Equipment Master page? | used to map and maintain an updated list of diagnostic equipment available at each facility | The Equipment Master page is used to map and maintain an updated list of diagnostic equipment available at each facility. This includes: • Serial number • Equipment name • Model and make name • General equipment name | 29 | definition | 1.000 | The Equipment Master page is used to map and maintain an updated list of diagnostic equipment available at each facility. | 43 | page=43,block=5 | 0.850 | valid |
| What is the main function of peripheral labs in the healthcare system? | the patient’s first point of contact with the health system | Role of Peripheral Labs (Spokes – PHC/CHC) Peripheral labs are located as the patient’s first point of contact with the health system. These laboratories should be equipped with adequate workspace, sample collection area, refrigerator for storing of the collected samples, storage area for lab reagents & consumables, and should have adequate supply of uninterrupted piped water supply with storage facility, electricity and Biomedical waste disposal facilities. The peripheral labs should be equipped with: • Appropriate lab equipment as per the essential tests recommended by FDSI-2019 guidelines. • Vacutainers, Urine & sputum collection bottles • Bar code generator and reader with printer facility. • Cold Boxes for sample transportation. | 74 | definition | 1.000 | Role of Peripheral Labs (Spokes – PHC/CHC) Peripheral labs are located as the patient’s first point of contact with the health system. | 24 | page=24,block=1 | 0.700 | valid |
| What is the purpose of responsible diagnostics in public healthcare settings? | utilizing diagnostic tests in a thoughtful and evidence- based manner | Responsible diagnostics means utilizing diagnostic tests in a thoughtful and evidence- based manner, prioritizing only those tests that are clinically necessary to accurately diagnose a patient’s condition, considering cost- effectiveness, and minimizing unnecessary testing within the constraints of available resources in public healthcare settings. Doctors at Ayushman Aarogya Mandirs play a critical role in diagnosing and managing common ailments such as cough, cold, fever, and diarrhoea. They must carefully assess the patient’s signs and symptoms, align them with possible differential diagnoses, and prescribe basic diagnostic tests judiciously. Responsible prescription involves a systematic approach to ensure that diagnostic tests are medically appropriate, and evidence based. | 30 | definition | 1.000 | Responsible diagnostics means utilizing diagnostic tests in a thoughtful and evidence- based manner, prioritizing only those tests that are clinically necessary to accurately diagnose a patient’s condition, considering cost- effectiveness, and minimizing unnecessary testing within the constraints of available resources in public healthcare settings. | ||||
| What is the basis for clinical need-based ordering in diagnostic prescriptions in India? | Only ordering tests that are directly relevant to the patient’s presenting symptoms and clinical history, avoiding unnecessary “routine” testing. | Key aspects of rational diagnostic prescription in India: • Clinical Need-Based Ordering: Only ordering tests that are directly relevant to the patient’s presenting symptoms and clinical history, avoiding unnecessary “routine” testing. • Evidence-Based Guidelines: Adhering to established national guidelines for diagnostic test selection based on clinical practice and research evidence, including WHO recommendations. • Cost-Effectiveness Analysis: Considering the cost of each diagnostic test relative to its diagnostic yield and clinical impact, prioritizing tests with high value for money. • Prioritization of Essential Diagnostics: Focusing on readily available and affordable basic diagnostic tools for common diseases prevalent in the Indian population. • Appropriate Test Interpretation: Ensuring healthcare providers are adequately trained to interpret test results accurately, considering potential limitations and confounding factors. | 90 | definition | 1.000 | Key aspects of rational diagnostic prescription in India: • Clinical Need-Based Ordering: Only ordering tests that are directly relevant to the patient’s presenting symptoms and clinical history, avoiding unnecessary “routine” testing. • Evidence-Based Guidelines: Adhering to established national guidelines for diagnostic test selection based on clinical practice and research evidence, including WHO recommendations. | ||||
| What method is initially used to evaluate a patient’s level of consciousness? | the AVPU (Alert, Verbal, Pain and Unresponsive) method | The patient’s level of consciousness is first assessed using the AVPU (Alert, Verbal, Pain and Unresponsive) method, followed by the ABCDE (Airway, Breathing, Circulation, Disability and Exposure) approach and the appropriate management is initiated accordingly. States/UTs are advised to prepare SOPs based on Standard Treatment Guidelines (STGs) approved by MoHFW for the specific diagnostic protocol for emergency cases including comatose patients. The basic vital functions, routine clinical diagnostic tests (CBC & Urine RE/ME & RBS) should be the first line of tests ordered. Specialised tests can be ordered after consultation with the specialist available at the CHC/DH level. X-Ray & USG scan should be preferred before prescribing CT/MRI as discussed above. | 61 | definition | 1.000 | The patient’s level of consciousness is first assessed using the AVPU (Alert, Verbal, Pain and Unresponsive) method, followed by the ABCDE (Airway, Breathing, Circulation, Disability and Exposure) approach and the appropriate management is initiated accordingly. | 30 | page=30,block=1 | 0.700 | |
| What approach is used after the initial method to assess a patient’s condition? | the ABCDE (Airway, Breathing, Circulation, Disability and Exposure) approach | The patient’s level of consciousness is first assessed using the AVPU (Alert, Verbal, Pain and Unresponsive) method, followed by the ABCDE (Airway, Breathing, Circulation, Disability and Exposure) approach and the appropriate management is initiated accordingly. States/UTs are advised to prepare SOPs based on Standard Treatment Guidelines (STGs) approved by MoHFW for the specific diagnostic protocol for emergency cases including comatose patients. The basic vital functions, routine clinical diagnostic tests (CBC & Urine RE/ME & RBS) should be the first line of tests ordered. Specialised tests can be ordered after consultation with the specialist available at the CHC/DH level. X-Ray & USG scan should be preferred before prescribing CT/MRI as discussed above. | 129 | definition | 1.000 | The patient’s level of consciousness is first assessed using the AVPU (Alert, Verbal, Pain and Unresponsive) method, followed by the ABCDE (Airway, Breathing, Circulation, Disability and Exposure) approach and the appropriate management is initiated accordingly. | 30 | page=30,block=1 | ||
| How is the PPP model of service delivery structured in relation to the CGHS rate list? | percentage discount over the CGHS rate list | The PPP model of service delivery is based on percentage discount over the CGHS rate list and service provider identified through a tender process, where the PPP service provider offers the maximum discount. Another model of service delivery being a negotiated amount for a package of tests, at each level of healthcare facility (Per sample model). This model is often found to promote over-testing and is not cost- effective as the tests included in the package may not be required by the patients every time. Few States/UTs have successfully managed to get a bundled contract (Rental – reagent model) involving provision of high-end lab equipment, with reagents, controls & consumables along with preventive maintenance & calibration by the OEM. This model though costly but ensures uninterrupted supply of reagents/consumables for the equipment and its periodic maintenance & calibration. | 46 | definition | 1.000 | The PPP model of service delivery is based on percentage discount over the CGHS rate list and service provider identified through a tender process, where the PPP service provider offers the maximum discount. | 34 | page=34,block=1 | ||
| What is the purpose of reagents in laboratory tests? | to detect or quantify an analyte (the substance being measured) | To effectively design and manage laboratory logistics systems, it is essential to classify laboratory commodities in a systematic manner. Given the vast number of items involved, such classification helps streamline decision-making in supply chain management. Reagents and controls Laboratory commodities can be broadly grouped into three categories: • Reagents: These are chemical or biological substances used in laboratory tests to detect or quantify an analyte (the substance being measured). Reagents differ significantly in terms of cost, shelf life, storage requirements (such as cold or cool chain), availability, and associated hazards. • Consumables: These are single-use items required during testing and are discarded after use. | 432 | definition | 1.000 | Reagents and controls Laboratory commodities can be broadly grouped into three categories: • Reagents: These are chemical or biological substances used in laboratory tests to detect or quantify an analyte (the substance being measured). | 37 | page=37,block=1 | 0.700 | valid |
| What are consumables used for in laboratory testing? | single-use items required during testing and are discarded after use | To effectively design and manage laboratory logistics systems, it is essential to classify laboratory commodities in a systematic manner. Given the vast number of items involved, such classification helps streamline decision-making in supply chain management. Reagents and controls Laboratory commodities can be broadly grouped into three categories: • Reagents: These are chemical or biological substances used in laboratory tests to detect or quantify an analyte (the substance being measured). Reagents differ significantly in terms of cost, shelf life, storage requirements (such as cold or cool chain), availability, and associated hazards. • Consumables: These are single-use items required during testing and are discarded after use. | 671 | definition | 1.000 | • Consumables: These are single-use items required during testing and are discarded after use. | 37 | page=37,block=1 | 0.700 | valid |
| What is the purpose of the Diagnostic Module of DVDMS? | laboratory inventories and diagnostic services in public health settings | The Diagnostic Module of DVDMS is a robust tool for managing laboratory inventories and diagnostic services in public health settings. By effectively utilizing the master pages and dashboards, facilities can ensure efficient test delivery, prevent stock-outs, monitor equipment performance, and improve the overall quality of diagnostics. Regular training of staff and timely data entry are critical to the successful implementation of this module. With comprehensive usage, DVDMS can become a backbone for evidence-based diagnostics planning and service optimization across the country. Mapping of laboratory equipment with available reagents and consumables for integration on DVDMS diagnostic module is placed as Annexure V | 61 | definition | 1.000 | The Diagnostic Module of DVDMS is a robust tool for managing laboratory inventories and diagnostic services in public health settings. | 45 | page=45,block=1 | 0.700 | valid |
Read straight from the file — download or use the API URL for the full dataset.
| 27 |
| page=27,block=1 |
| 0.700 |
| valid |
| 28 |
| page=28,block=1 |
| 0.700 |
| valid |
| valid |
| 0.700 |
| valid |
| 0.700 |
| valid |