cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.60507/fk2/z7ncop
title: A framework for the emergence and analysis of language in social learning agents

description: Neural systems have evolved not only to solve environmental challenges through internal representations but also, under social constraints, to communicate these to conspecifics. In this work, we aim to understand the structure of these internal representations and how they may be optimized to transmit pertinent information from one individual to another. Thus, we build on previous teacher-student communication protocols to analyze the formation of individual and shared abstractions and their impact on task performance. We use reinforcement learning in grid-world mazes where a teacher network passes a message to a student to improve task performance. This framework allows us to relate environmental variables with individual and shared representations. We compress high-dimensional task information within a low-dimensional representational space to mimic natural language features. In coherence with previous results, we find that providing teacher information to the student leads to a higher task completion rate and an ability to generalize tasks it has not seen before. Further, optimizing message content to maximize student reward improves information encoding, suggesting that an accurate representation in the space of messages requires bi-directional input. These results highlight the role of language as a common representation among agents and its implications on generalization capabilities.
DOI: 10.7910/dvn/uicav
title: Senate Unpassed Legislation 1850, Docket 13056, SC1/series 231, Petition of Joshua T. Everett

description: &lt;p&gt;Petition subject: Secession from the Union &lt;/p&gt; &lt;p&gt;Original: &lt;a href="http://nrs.harvard.edu/urn-3:FHCL:11858215"&gt;http://nrs.harvard.edu/urn-3:FHCL:11858215&lt;/a&gt; &lt;/p&gt; &lt;p&gt;Date of creation: (unknown) &lt;/p&gt; &lt;p&gt;Petition location: Princeton &lt;/p&gt; &lt;p&gt;Legislator, committee, or address that the petition was sent to: Amasa Walker, Worcester &lt;/p&gt; &lt;p&gt;Selected signatures:&lt;ol&gt;&lt;li&gt;Joshua T. Everett&lt;/li&gt;&lt;li&gt;Sarah M. Everett&lt;/li&gt;&lt;li&gt;John A. Mirick&lt;/li&gt;&lt;/ol&gt; &lt;/p&gt; &lt;p&gt;Total signatures: 97 &lt;/p&gt; &lt;p&gt;Legal voter signatures (males not identified as non-legal): 54 &lt;/p&gt; &lt;p&gt;Female signatures: 33 &lt;/p&gt; &lt;p&gt;Other male signatures: 6 &lt;/p&gt; &lt;p&gt;Unidentified signatures: 4 &lt;/p&gt; &lt;p&gt;Female only signatures: No &lt;/p&gt; &lt;p&gt;Identifications of signatories: inhabitants, legal voters, others, [females], [other males], ["other persons"] &lt;/p&gt; &lt;p&gt;Prayer format was &lt;a href="http://en.wikipedia.org/wiki/Printing"&gt;printed&lt;/a&gt; vs. &lt;a href="http://en.wikipedia.org/wiki/Manuscript"&gt;manuscript&lt;/a&gt;: Printed &lt;/p&gt; &lt;p&gt;Signatory column format: column separated &lt;/p&gt; &lt;p&gt;Additional non-petition or unrelated documents available at archive: no additional documents &lt;/p&gt; &lt;p&gt;Location of the petition at the Massachusetts Archives of the Commonwealth: Senate Unpassed 1850, Docket 13056 &lt;/p&gt; &lt;p&gt;Acknowledgements: Supported by the National Endowment for the Humanities (PW-5105612), Massachusetts Archives of the Commonwealth, Radcliffe Institute for Advanced Study at Harvard University, Center for American Political Studies at Harvard University, Institutional Development Initiative at Harvard University, and Harvard University Library.&lt;/p&gt;
DOI: 10.6084/m9.figshare.29205431
title: Data for "A Physics-Informed Airy Beam Learning Framework for Blockage Avoidance in sub-Terahertz Wireless Networks"

description: Airy beam optimization.
DOI: 10.6084/m9.figshare.29205431.v4
title: Data for "A Physics-Informed Airy Beam Learning Framework for Blockage Avoidance in sub-Terahertz Wireless Networks"

description: Airy beam optimization.
DOI: 10.7910/dvn/7bcfum
title: Replication Data for: 220303 FLASH nasal SCC raw data table

description: Data file of cat data for: Exploring the limits of FLASH radiotherapy: Dose and volume limiting late toxicity in cat-cancer patients with SCC of the nasal planum and in mini-pigs
DOI: 10.7910/dvn/uki7sc
title: Replication Data for: The Solution to Marx’s Transformation Problem in the Direct and Inverse Formulation (Programs for transformational calculations and illustration of the effect of the law of large numbers)

description: Abstract.
In this paper, the author presents fundamentally new methods for transforming the value of commodities into original and equilibrium prices of production using Karl Marx's five-sector tables from the third volume of Capital. Mathematical verification of methods is performed using sequential iterations and the program Wolfram Mathematics. For the first time, the method of inverse transformation of production prices of commodities into value prices is presented. It is proved that the pricing systems based on the principles of value and price of production are not mutually exclusive. They complement each other, representing a single whole. A comprehensive solution to the transformation problem shows that Karl Marx does not have the mistakes attributed to him by critics.
JEL classification: B14, B16, B24, E11, E20, E21, E22, P16, P17
Keywords: transformation problem, original transformation, the individual sphere of production, the equilibrium price of production, inverse transformation
DOI: 10.6084/m9.figshare.29205431.v3
title: Data for "A Physics-Informed Airy Beam Learning Framework for Optimal Blockage Avoidance in sub-Terahertz Wireless Networks"

description: Airy beam optimization.
DOI: 10.7910/dvn/7am1h
title: Senate Unpassed Legislation 1839, Docket 10525, SC1/series 231, Petition of William B. Fox

description: &lt;p&gt;Petition subject: To abolish slavery in Washington D.C. &lt;/p&gt; &lt;p&gt;Original: &lt;a href="http://nrs.harvard.edu/urn-3:FHCL:11858122"&gt;http://nrs.harvard.edu/urn-3:FHCL:11858122&lt;/a&gt; &lt;/p&gt; &lt;p&gt;Date of creation: (unknown) &lt;/p&gt; &lt;p&gt;Petition location: Worcester &lt;/p&gt; &lt;p&gt;Legislator, committee, or address that the petition was sent to: Ichabod Washburn; joint special committee &lt;/p&gt; &lt;p&gt;Selected signatures:&lt;ol&gt;&lt;li&gt;William B. Fox&lt;/li&gt;&lt;li&gt;Elbridge N. Harrington&lt;/li&gt;&lt;li&gt;Cyrus P. Grosvenor&lt;/li&gt;&lt;li&gt;John Milton Earle&lt;/li&gt;&lt;li&gt;Charles Prentiss&lt;/li&gt;&lt;li&gt;John Mason&lt;/li&gt;&lt;li&gt;Elijah Walker&lt;/li&gt;&lt;/ol&gt; &lt;/p&gt; &lt;p&gt;Total signatures: 402 &lt;/p&gt; &lt;p&gt;Legal voter signatures (males not identified as non-legal): 402 &lt;/p&gt; &lt;p&gt;Female only signatures: No &lt;/p&gt; &lt;p&gt;Identifications of signatories: citizens, [males of color?] &lt;/p&gt; &lt;p&gt;Prayer format was &lt;a href="http://en.wikipedia.org/wiki/Printing"&gt;printed&lt;/a&gt; vs. &lt;a href="http://en.wikipedia.org/wiki/Manuscript"&gt;manuscript&lt;/a&gt;: Printed &lt;/p&gt; &lt;p&gt;Additional non-petition or unrelated documents available at archive: no additional documents &lt;/p&gt; &lt;p&gt;Additional archivist notes: edited prayer; notes next to signatures &lt;/p&gt; &lt;p&gt;Location of the petition at the Massachusetts Archives of the Commonwealth: Senate Unpassed 1839, Docket 10525 &lt;/p&gt; &lt;p&gt;Acknowledgements: Supported by the National Endowment for the Humanities (PW-5105612), Massachusetts Archives of the Commonwealth, Radcliffe Institute for Advanced Study at Harvard University, Center for American Political Studies at Harvard University, Institutional Development Initiative at Harvard University, and Harvard University Library.&lt;/p&gt;
DOI: 10.7910/dvn/ueusb
title: House Unpassed Legislation 1845, Docket 1588, SC1/series 230, Petition of George W. Higgins

description: &lt;p&gt;Petition subject: Abolition of capital punishment &lt;/p&gt; &lt;p&gt;Original: &lt;a href="http://nrs.harvard.edu/urn-3:FHCL:13481350"&gt;http://nrs.harvard.edu/urn-3:FHCL:13481350&lt;/a&gt; &lt;/p&gt; &lt;p&gt;Date of creation: (unknown) &lt;/p&gt; &lt;p&gt;Petition location: Brewster &lt;/p&gt; &lt;p&gt;Legislator, committee, or address that the petition was sent to: Albert P. Clark, Brewster; committee on the judiciary &lt;/p&gt; &lt;p&gt;Selected signatures:&lt;ol&gt;&lt;li&gt;George W. Higgins&lt;/li&gt;&lt;li&gt;Nathaniel Crosby&lt;/li&gt;&lt;li&gt;Isaac Hopkins&lt;/li&gt;&lt;/ol&gt; &lt;/p&gt; &lt;p&gt;Actions taken on dates: 1845-02-10 &lt;/p&gt; &lt;p&gt;Legislative action: Received in the House on February 10, 1845 and referred to the committee on the judiciary &lt;/p&gt; &lt;p&gt;Total signatures: 39 &lt;/p&gt; &lt;p&gt;Legislative action summary: Received, referred &lt;/p&gt; &lt;p&gt;Legal voter signatures (males not identified as non-legal): 39 &lt;/p&gt; &lt;p&gt;Female only signatures: No &lt;/p&gt; &lt;p&gt;Identifications of signatories: citizens, ["others"] &lt;/p&gt; &lt;p&gt;Prayer format was &lt;a href="http://en.wikipedia.org/wiki/Printing"&gt;printed&lt;/a&gt; vs. &lt;a href="http://en.wikipedia.org/wiki/Manuscript"&gt;manuscript&lt;/a&gt;: Manuscript &lt;/p&gt; &lt;p&gt;Additional non-petition or unrelated documents available at archive: no additional documents &lt;/p&gt; &lt;p&gt;Location of the petition at the Massachusetts Archives of the Commonwealth: House Unpassed 1845, Docket 1588 &lt;/p&gt; &lt;p&gt;Acknowledgements: Supported by the National Endowment for the Humanities (PW-5105612), Massachusetts Archives of the Commonwealth, Radcliffe Institute for Advanced Study at Harvard University, Center for American Political Studies at Harvard University, Institutional Development Initiative at Harvard University, and Harvard University Library.&lt;/p&gt;
DOI: 10.7910/dvn/ujenx3
title: Gender Household Survey

description: The purpose of this survey is to gather gender-disaggregated data on agricultural activities, decision-making, weather information, risk-perception and values from rural households in Kenya, Bangladesh, Uganda and Senegal. The survey ultimately will cover 200 households in each site - the same households that were sampled for the IMPACT Lite Surveys. This survey builds on the information collected in that round, supplementing the detailed productivity related information with data on decision-making and other topics. This information will be used for researchers, policy-makers and development practitioners to better understand the vulnerabilities of men and women to climate change, how they differ, and what actions can be taken to reduce that vulnerability.
DOI: 10.7910/dvn/7bl33e
title: hou02771c20385

description: Sparks, Jared, 1789-1866. Jared Sparks personal papers, 1808-1866. Jared Sparks. Journal, 1816. MS Sparks 106-162, MS Sparks 141a (10). Houghton Library, Harvard University, Cambridge, Mass.
description: URN-3:FHCL.HOUGH:100586619
DOI: 10.7910/dvn/tpdpha
title: Replication Data for "Complex near-surface rheology inferred from the response of greater Tokyo to strong ground motions"

description: Single-station cross-correlation (SC) functions for
Viens et al. (2018, submitted to JGR).&lt;br&gt;
Each file (.mat Matlab structure) contains the SC functions (acausal and causal parts, -5 to 5 s time lag with a 200 Hz sampling rate: 2001 data points for each 15-min SC function) for one MeSO-net station, computed every 15-min from February, 20, 2011 to May, 11, 2011:&lt;br&gt;

dat.station -&gt; Station name&lt;br&gt;

dat.filter -&gt; Filter applied before computing the SC functions&lt;br&gt;

dat.t_step -&gt; Time step (SC functions computed every 15 min)&lt;br&gt;

dat.delta -&gt; Sampling rate in Hz&lt;br&gt;

dat.UN -&gt; SC functions computed from the vertical and North-South components&lt;br&gt;

dat.UE -&gt; SC functions computed from the vertical and East-West components&lt;br&gt;

dat.ref_UN -&gt; Reference SC functions computed from the vertical and North-South components&lt;br&gt;

dat.ref_UE -&gt; Reference SC functions computed from the vertical and East-West components&lt;br&gt;

The Station_coordinates.mat file contains the coordinates of each station (latitude and longitude).
DOI: 10.15468/dl.pdrn4t
title: Occurrence Download

description: A dataset containing 79033 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "OccurrenceStatus is Present",
 "TaxonKey is Egretta thula (Molina, 1782)"
 ]
}

 The dataset includes 79033 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017870-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15585474
title: supplementary date
DOI: 10.5281/zenodo.15585475
title: supplementary date
DOI: 10.7910/dvn/7cbbat
title: May the forest be with you: leveraging GEDI’s spaceborne lidar data for tropical ecosystem applications

description: Here, we provide an overview of the use of light detection and ranging (lidar) for tropical ecosystem applications, with a particular focus on the Global Ecosystem Dynamics Investigation (GEDI). We summarize how data from GEDI measures vegetation vertical structure and give a step-by-step description of how to obtain spatially-subset GEDI Level 2A data from the NASA EarthData Search web portal. We then provide an example of how to characterize the structure of various vegetation classes in Ucayali, Peru. These vegetation classes include: (1) old-growth lowland forest, (2) young lowland vegetation regrowth (‘Purma’)”, (3) secondary lowland forest, (4) mature oil palm plantations, and (5) cacao plantations (monocrop and agroforestry). We interpret the structural height metrics from GEDI among each of these vegetation classes, identifying edge effects as a possible influence on our results. To address this issue, we conducted a final analysis of the data with an area of 35m diameter footprint (25m of the original diameter area of the beam, and 10m as a conservative additional buffer) and excluded any observations that did not completely overlap with each land cover polygon. When we removed edge effects, no observations remained in the cacao data set and fewer observations remained in the forest stage data set. Nonetheless, the overall structural patterns shown in the relative heights of each forest stage remained very similar. We recommend that future projects utilizing spaceborne lidar for tropical ecosystems consider adopting the techniques and best practices we describe here, including refined noise filtering and explicit consideration of edge effects.
description: Methodology:
Here, we plotted examples of relative height profiles for forest and agricultural regions in Ucayali, Peru. The vegetation classes included: (1) old-growth lowland forest, (2) young lowland vegetation regrowth (‘Purma’)”, (3) secondary lowland forest, (4) mature oil palm plantations, and (5) cacao plantations (monocrop and agroforestry). We selected all of the high quality (i.e. noise-filtered) GEDI observations available that spatially overlapped delineated vegetation class polygons from Cooley et al (in prep). The polygons were manually delineated using a combination of local expertise and high spatial resolution remote sensing images from MAXAR, Planet and Google Earth. See Cooley et al (2022) for more details about the methodology. We applied the following noise filtering steps based on the methodology outlined by Potapov et al. (2020): (a) power beam mode only, (b) beam sensitivity ≥0.9 and (c) ≤2m range of predicted ground elevations among the five algorithms after removing the algorithm that yielded the largest outlier elevation. For (c), we deviated from Potapov et al. (2020) and chose this approach to retain some observations that otherwise would have been removed if applying the ≤2m range threshold to all six algorithms.
DOI: 10.15468/dl.4cmcxq
title: Occurrence Download

description: A dataset containing 109 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pterocarpus villosus (Mart. ex Benth.) Mart. ex Benth."
 ]
}

 The dataset includes 109 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017926-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nnwmke
title: Occurrence Download

description: A dataset containing 4699 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aedes detritus (Haliday, 1833)"
 ]
}

 The dataset includes 4699 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017927-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/uiwqqh
title: Replication Data for: A suite of agronomic factors can offset the effects of climate variability on rainfed maize production in Kenya

description: An R package for replicating the analysis of the study
DOI: 10.7910/dvn/zjxiuj
title: hou00201c00096

description: Russell, Le Baron, d.1889. Letter to the Commission, Boston, Massachusetts, 1863 Oct. 4.
description: URN-3:FHCL.HOUGH:100527307
DOI: 10.7910/dvn/u3fn0y
title: BIDS FDM 22/23 Hausarbeit

description: Dies ist das Abschlussprojekt des Moduls „Forschungsdatenmanagement“ aus dem Masterstudiengang „Biomedizinische Informatik & Data Science“ der Hochschule Mannheim in Form einer Hausarbeit. In ihr wird beschrieben, wie an einem für die Prüfungsleistung zur Verfügung gestellten Datensatz (BIDS_FDM22-23_Hausarbeit_Datensastz_3.xlsx) verschiedene Arbeiten vollzogen werden, um den Datensatz (fiktiv) FAIR (Findable, Accessible, Interoperable, Reusable) publizieren zu können. Dieses Projekt dient dem Upload und dem Hosten des Datensatzes und assoziierten Metadaten in verschiedenen Versionen.
description: HINWEIS: Alle Daten in diesem Datensatz sind rein fiktiv und für die Prüfungsleistung der Vorlesung "Forschungsdatenmanagement" im Rahmen des Masterstudienganges "Biomedizinische Informatik & Data Science" der Hochschule Mannheim erfunden worden. 
DISCLAIMER: All data in this dataset is fictitious. It was created artificially for the academic assessment of the lecture "Forschungsdatenmanagement". The lecture is part of the master's course "Biomedical Informatics & Data Science" at the Hochschule Mannheim, Germany.
DOI: 10.7910/dvn/ujyzpx
title: Per-emb-43

description: VLA Ka-band data for Per-emb-43
DOI: 10.7910/dvn/ukmo09
title: A16_30821.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/8eed02ae-2aeb-42f0-aec1-fa3185df14f5'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/8eed02ae-2aeb-42f0-aec1-fa3185df14f5
DOI: 10.7910/dvn/tnrkqq
title: Assessment data for 'new traits'

description: Assessment data for new traits for catla, rohu and silver carp in the WorldFish Carp Genetic Improvement Program: depth, overlap of pectorial and pelvic fin, gill raker score, head depth, head length, head width, gut length, standard length, total length, learnea count, red spot, score, sex, width, total weight, head on gutted weight
description: Type: Dataset; Sub-type(s): Other (Assessment data for 'new traits' - carp genetic improvement)
DOI: 10.7910/dvn/uheqbu
title: A13_25476.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/8af62768-ef7e-4d75-a363-4a61eb59daef'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/8af62768-ef7e-4d75-a363-4a61eb59daef
DOI: 10.7910/dvn/ubdyoo
title: Replication Data for: The Model Minority? Not on Airbnb.com

description: This dataset was used for this paper published on 9/1/2015 on Technology Science
DOI: 10.7910/dvn/ulwgxf
title: Wright Casebook Edited; Docketed Case: 75-2270
DOI: 10.7910/dvn/ugdg8w
title: Petition of Patience Thomas

description: &lt;p&gt;Petition subject: Property &lt;/p&gt; &lt;p&gt;Original: &lt;a href="http://nrs.harvard.edu/urn-3:FHCL:28548141"&gt;http://nrs.harvard.edu/urn-3:FHCL:28548141&lt;/a&gt; &lt;/p&gt; &lt;p&gt;Date of creation: 1756 &lt;/p&gt; &lt;p&gt;Petition location: Pembroke &lt;/p&gt; &lt;p&gt;Legislator, committee, or address that the petition was sent to: Committee appointed the 13th Sept to consider of the memo of Peter Job and others &lt;/p&gt; &lt;p&gt;Selected signatures:&lt;ol&gt;&lt;li&gt;Patience Thomas&lt;/li&gt;&lt;li&gt;Abigail Quawson&lt;/li&gt;&lt;li&gt;Caleb Brand&lt;/li&gt;&lt;/ol&gt; &lt;/p&gt; &lt;p&gt;Actions taken on dates: 1756-04-15,1756-04-15,1756-08-25,1756-08-26 &lt;/p&gt; &lt;p&gt;Legislative action: Received and read and committed in the Council on April 15, 1756 and sent for concurrence and received and read and concurred in the House on April 15, 1756 and reported and received and read and granted in the Council on August 25, 1756 and sent for concurrence and received and read and concurred in the House on August 26, 1756 &lt;/p&gt; &lt;p&gt;Total signatures: 3 &lt;/p&gt; &lt;p&gt;Legislative action summary: Received, read, committed, sent, received, read, concurred, reported, received, read, granted, sent, received, read, concurred &lt;/p&gt; &lt;p&gt;Females of color signatures: 2 &lt;/p&gt; &lt;p&gt;Males of color signatures: 1 &lt;/p&gt; &lt;p&gt;Female only signatures: No &lt;/p&gt; &lt;p&gt;Identifications of signatories: Indians at a Place called Mattakeset in Pembrook in the County of Plymouth, [males of color], [females of color] &lt;/p&gt; &lt;p&gt;Prayer format was &lt;a href="http://en.wikipedia.org/wiki/Printing"&gt;printed&lt;/a&gt; vs. &lt;a href="http://en.wikipedia.org/wiki/Manuscript"&gt;manuscript&lt;/a&gt;: Manuscript &lt;/p&gt; &lt;p&gt;Signatory column format: not column separated &lt;/p&gt; &lt;p&gt;Native American tribe: Mashpee &lt;/p&gt; &lt;p&gt;Acknowledgements: Supported by the National Endowment for the Humanities (PW-5105612), Massachusetts Archives of the Commonwealth, Radcliffe Institute for Advanced Study at Harvard University, Center for American Political Studies at Harvard University, Institutional Development Initiative at Harvard University, and Harvard University Library.&lt;/p&gt; &lt;p&gt;Additional archivist notes: Mattakeesit, Mattakeesett, Abigail Osgood, sale, lands, leases, rents, John Quixet, Mercy Jeffery, wigwam, buildings, Mr. Tubbs, Mercy Nowet, Mary Ned, Indian guardians, appointments, money, Josiah Willard, Nathaniel Smith, William Shirley, Thomas Hubbard, Josiah Edson Jr., Gamaliel Bradford, John Cushing, includes affidavits, certifications, [additional documents in volumes, see pages 710-715a] &lt;/p&gt; &lt;p&gt;Location of the petition at the Massachusetts Archives of the Commonwealth: Massachusetts Archives volume 32, pages 713-715a &lt;/p&gt;
DOI: 10.7910/dvn/tn3unw
title: Effect of waste management intervention program on knowledge attitude and practice (KAP) of nurses and house keepers: A quasi-experimental study in Mansoura Emergency Hospital, Egypt.

description: Improper hospital waste management practice is alarming in developing countries
because waste management is delegated to poorly educated and untrained workers.
The purpose of this study is to compare the pre-with post-intervention knowledge,
attitude and practice (KAP) of nurses and housekeepers towards waste management
and factors associated with its variation. The intervention included multiple training
sessions using power point presentation with appropriate illustrations. A selfadministered questionnaire containing KAP questions was used pre & post
intervention. The overall KAP scores are significantly higher after intervention. The pre
& post knowledge scores differ significantly according to education, job description and
duration of employment (p&lt;0.05). The pre and post attitude scores differ significantly
according to education, job description (p&lt;0.05). The post practice scores differ
significantly according to sex, age, education and job description (p&lt;0.05). There was
significant improvement in KAP scores post intervention. Higher educational levels and
nurses showed better Post KAP scores.