In the case of disagreement among coders, we allowed the most conservative decision to prevail; that is, an item was regarded as a safety concern if any coder regarded it as a safety concern. (n.d.). A coefficient of agreement for nominal scales. Retrieved March 17, 2022, from. Pathway to injury and injury timing distribution (count of reviews). Labeled review samples, showing a selection of major coded attributes. The list of safety concerns shortlisted in the Initial Exploratory Phase was re-coded by two graduate assistants (Coder A and Coder B), and sub-coded along additional dimensions. The retention of solely mobility-related products allowed for the creation of finely tailored, category-specific sub-coding dimensions, facilitating the construction of a high-quality dataset. This morning she went back to work and another piece fell off. The https:// ensures that you are connecting to the Krenuli smo polako u potragu, koristei google mape sa oznaenim pin-om gde je sonda zadnji put imala relaciju predaje (negde na 70m visine), a Baofengovi su nam sluili za kontrolu, koristei ih na nain kako rade goniometristi. kad sledeci put krenete u lov lepa reportaza!! Once again, coders resolved discrepancies by discussion and then proceeded to continue coding the complete dataset in parallel. A wrist injury or risk of are identified. will also be available for a limited time. Federal government websites often end in .gov or .mil. Detailed sub-coding protocols followed by the graduate assistants throughout the Confirmatory Phase labeling process. 51 - Burns, thermal (from flames or hot surface). This project was supported by internal grants from the Data & Decision Sciences Center (D&DS) and the Institute for Society, Culture, and Environment (ISCE) Scholars Institute at Virginia Tech. Samo sam napisao poruku ta se eka? i ekipa je ve bila spremna za pokret. 2). The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper. Nakon Daniela, svraamo po Boru YU7LB, ali i Ivanu YU5INA koja e nas saekati u Stajievu (za nju su to nepojmljive gluposti, juriti po pusto-poljini neto, to ni-emu-ne-slui :). Laura P. Sands: Conceptualization, Supervision, Writing original draft, Formal analysis. Baofengovi su ludili od signala, u jednom momentu sam spustio Baofeng skoro do zemlje i on je uo signal sonde, to je znailo da je tu jako blizu. Additionally, within the file, safety concerns and non-concerns are separated across two worksheets, Concerns Dataset and Non-Concerns Dataset, respectively. 25 50% of the body is identified as injured. Cohen J. The authors declare that the work described in this paper is original and not under consideration for publication elsewhere. Table6 shows the inter-rater agreement between graduate Coder A and graduate Coder B on the full set of 1045 items in the Confirmatory Phase. In the Confirmatory Phase, safety-concern labeling reliability was prioritized. sharing sensitive information, make sure youre on a federal The removal of two highly unreliable coders (x-axis) almost doubled quadratic Kappa scores (left y-axis), while still retaining just under 2000 double-tagged reviews (right y-axis), justifying rogue coder filtering efforts. For example, Body Part Affected is reduced into binary columns for body groups such as head, arms, legs, and so forth. Laura Prieto: Software, Formal analysis, Investigation, Supervision. Vrlo uznemireni to nam je lovina na dohvat ruke, ali u ve mrklom mraku i uz pomo baterije nita nismo videli u okolini, a onda se deava prevrat: BIP TTGO dekoduje signal i daje nam tanu lokaciju sonde. Older adults are among the fastest-growing demographic groups in the United States, increasing by over a third this past decade. Prior to beginning safety concern sub-coding, one of the investigators, a full professor in Human Development and internationally recognized expert in gerontology at an R1 University in the United States, examined the shortlisted review product categories. The next day at work, it collapsed and she broke her arm and hurt her other arm. Product or product parts (directly relating to product stability, such as walker wheels) are unsteady, wobbly, tip over, or uneven. Save my name, email, and website in this browser for the next time I comment. Strain (tendon is overstretched or torn), sprain (ligament is overstretched or torn), or risk of either are identified. 2While binary dimensions such as Part Breakage and DSPI are included within 3 - Design, Material, and Manufacturing Flaws under the Pathway to Injury dimension, their relatively high incidence rate and importance within the consumer's narratives warranted that they be separately documented in their own binary dimensions as well. No conflict of interest exists in this submission. Filtering efforts resulted in the retention of 1258 double-tagged reviews, from which the weighted Cohen's scores were calculated. The latter categories were also retained as there was occasional use by older adults and the safety-related consumer narratives can be regarded as helpful regardless of the age of the writer of the product review. FOIA An upper leg injury or risk of are identified. In the Initial Exploratory Phase, safety-concern discovery volume was prioritized. Learn more Suggestions for manufacturer, product assembly process improvement, e.g., wobbly/loose pieces, brake issues. Poklonio bih je nekom studentu ili nezaposlenom kolegi. Meutim, oni nemaju usmerene antene i lako moe da te prevari neka refleksija, mada na toj pusto-poljini nema nita od ega bi se talas odbijao. The software artifact was designed to identify and extract product reviews pertaining to the assistive-aid category, which encompasses all relevant mobility assistive devices. Usput smo naravno i Bora i ja upali kroz led u vodu i malko smoili noge ja malo vie jer sam imao obine patike, no, hladnou nisam osjeao vjerovatno zbog visokog adrenalina. Peter Ractham: Supervision, Project administration, Visualization. Alan Abrahams: Conceptualization, Methodology, Supervision, Writing review & editing. Data was obtained by extracting Amazon.com reviews through the use of an automated script. External pressure is limited to cases where the review explicitly states it was or could be the cause of injury/pain. David M Goldberg: Software, Supervision, Project administration, Visualization. slippage and breakage). Each product category was intentionally stratified and balanced (equal number of safety concerns and non-concerns), to facilitate the usage in training and testing of machine learning classifiers. Saznali smo da je ova sonda putena iz Segedina. naknadno smo saznali od Sinie YU5MMA da TTGO ima antenu koja ne rezonuje na tim frekvencija i da je bilo dovoljno da postavimo na njega Baofeng antenu i odmah bi TTGO uo sondu i dekodirao. Your email address will not be published. Fracture or risk of fracture are identified. N-ary dimensions were reduced to multiple binary dimensions. Nadamo se jo dobrih vetrova na nau stranu . A lower trunk, lower back (below the navel) injury, or risk of either are identified. Although formal medical narratives describing consumer-product-related hospitalizations of older adults are retrospectively captured in the United States National Electronic Injury Surveillance System (NEISS), informal consumer narratives highlighting prospective safety concerns for these products have not been systematically collected. Coding was completed by two hundred and twenty-nine (229) graduate (Masters-level) students at an R1 public land-grant university in the United States. PMC legacy view This thing is junk., Purchased for my elderly aunt and it is cheap and slipped out from under her. Recent manufacturer and consumer injury prevention efforts have begun to turn towards online reviews, as these provide valuable information from which actionable, timely intelligence can be derived and used to detect safety concerns and prevent injury. U nedelju 23. januar 2022. u neka doba posle ruka na viber mi stie poruka da je meteoroloki balon sa sondom pao negde u ataru kod Perleza po reima Bore YU7LB panjak gde prelaze krave kod Perleza. An upper arm injury or risk of are identified. Richard Gruss: Supervision, Project administration, Visualization. Its publication is approved by all the authors listed. Suggestions for the use of better manufacturing materials, relates to product part breakage and overall product quality. General design issues such as product or product parts bumping into user, poor maneuverability (turning radius), inadequate height or width adjustments, missing pieces. The review does not identify an affected body part. 36 - Leg, lower (not including knee or ankle). The script extracted a total of 633,141 reviews, distributed across 3260 unique products (Amazon Standard Identification Numbers [ASINs]), from assistive-aid product categories often used by older adults (itemized in TableA.1 in AppendixA). In the Confirmatory Phase, two graduate assistants, at an R1 public land-grant university in the United States, individually labeled the 1045 shortlisted potential safety concerns, according to Injury Type (described in the previous section), confirming that 983 reviews were indeed safety concerns. Danielov Power Bank je odmah otkazao, sreom poneli smo moj, koji mi je za neki rodjendan poklonio Bora YU7LB, koji je bio vrlo kvalitetan itaj: teak, i odlino je radio i napajao TTGO. The weighted quadratic Kappa score for Injury Timing was =0.59 (1258 cases; 133 disagreements; 1125 agreements; 89% agreement). Usput smo se javili ekipi iz kluba koji su u toplini sobica pratili prenos potrage, bodrili nas, a Daniel YU7TDA, Nea YU7SMN i Sinia YU5MMA, nam davali jo neke informacije i teta je to i oni nisu bili tu jer je potraga krenula prilino optimistino dok je ne naemo ne vraamo se. Suggestions for the improvement of product comfort, e.g., increase product padding, surface softness. Per Landis and Koch (1977) [4], these scores represent moderate inter-rater agreement, indicating satisfactory inter-rater reliability for the exploratory safety concern discovery phase. Onako kako sam i mislio neto istonije tj. crutches/hands free crutches/crutch accessories/ankle braces. Safety concerns, Health informatics, Older adults, Injury preventions. Puncture wounds, defined as wounds caused by sharp, pointed objects (nails, protruding screws) or risk of are identified. Brake related issues (failure, damage, lack of brake locks), canes/crutches falling by themselves, productmovingwhen it was not supposed to. 48 - Burns, scald (from hot liquids or steam). 1In all examples, the bold emphasis is not in the original product review, but has been added here to highlight the phrase that is indicative of the relevant code. Kada smo stigli do mesta zloina koje je pokazano na Google mapi kao mesto zadnjeg signala sonde, Baofengovi su jasno uli signal, a TTGO nita. The script extracted a total of 633,141 reviews, distributed across 3260 unique products (Amazon Standard Identification Numbers [ASINs]), from assistive-aid product categories often used by older adults (itemized in. Cohen's Kappa scores for confirmatory phase. Identified concerns were manually sub-coded and classified according to the categorical and binary dimensions presented in the following section. https://data.mendeley.com/datasets/jrs4sfnwyz/2, https://www.cpsc.gov/s3fs-public/2019_NEISS_Coding_Manual.pdf?kF045AF8hSkt_vPuRHjyIbiet.BzcT_v. Hazard narratives are expressed throughout a total of 43 descriptive features. Crushing (defined as severe external pressure), external pressure, or risk of either are identified. A total of 3100 flagged narratives were shortlisted from the large-scale labeling effort. Product causes slipping/tripping, resulting in a potential fall hazard.

Landis J., Koch G. The measurement of observer agreement for categorical data. Kappa scores were calculated by identifying double-coded reviews (2260) and filtering out unreliable coders who marked an unusually high proportion of reviews as safety concerns (rogue coders). Before Hematoma (a severe bruise where blood starts collecting or pooling under the skin) or risk of are identified. There is no indication of an actual or potential injury as a result of product usage. official website and that any information you provide is encrypted Krenuvi iz kluba pokupio sam Darka YT1RX, pa smo svratili da uzmemo od Daniela YU7TDA skalameriju potrebnu za pronalaenje sonde u vidu slabo napunjenog power bank-a i malog uredjaja tzv TTGO koji ima prijemnik na 400-ak mehagerca i dekoder za sondu koja emituje, nakon pada, signal jo nekih 8 sati. Trained classifiers can be used to automate the review labeling (sub-coding) process and quickly determine individual product risk levels across large datasets of online consumer reviews of products for older adults. Product-related consumer fall breakdown by associated cause (count of reviews). List of assistive-aid product sub-categories from Amazon.com. Ako je neko zainteresovan moe me kontaktirati ovde. Sunce je ve bilo na zalazu i sve je delovalo kao da hodamo po mesecu, nepregledna ravnica sa naim izduenim senkama i u polu-mraku smo traili neto to ne znamo ni kako izgleda :)))), ali na livadi na kojoj nema ba nita, ne bi trebalo mnogo traiti neto to tu, prirodno ne pripada :), medjutim tu smo se prevarili. Tlo je bilo smrznuto, preko njega oko par cm snega, vetar je bio slab, ali na temperaturi od minus i neto i mali povetarac ledi ruke. The site is secure. Categorical dimensions (described below) contain information concerning body part affected, injury type, severity, product performance, and design guidance: Binary features document consumer product-related falls, guidance type, author type, and specific product defects, namely, pain while using (DSPI), part breakage, and poor surface handling: Table2 shows five example safety-concern reviews from the final dataset, with the major coded attributes alongside, for illustration. Categorical dimensions contain information concerning injury timing, body part affected, injury type, injury severity, design guidance, and general product performance attributes that relate to the safety concern (e.g. An upper trunk, unspecified back injury, or risk of either are identified. Suggestions for the improvement of product design, e.g., wider base, leg length, weight. about navigating our updated article layout. The new PMC design is here! 3, and Tables3 and and44. Quadratic weighted scoring, popular because of its practical interpretations, assigns non-linearly distributed weights to observed and by chance probabilities, allowing for the representation of varying levels of agreement between raters and therefore providing a more accurate reading of our inter-rater reliability [3]. The Cohen's Kappa scores were =0.84, 1.00, and 0.61 for the body affected, injury type and injury timing dimensions, respectively. Distribution and aggregate counts (total reviews). The graduate assistants then further sub-coded features across a number of categorical and binary dimensions (described in the previous section). Hence, traditional Cohen's scores may not accurately reflect our inter-rater reliability, as they fail to factor in varying degrees of disagreement between coders. Binary features also capture consumer-product-related falls, guidance type, author type, and specific product defects, such as pain while using, part breakage, and poor surface handling. An ankle injury or risk of are identified. document.getElementById( "ak_js_1" ).setAttribute( "value", ( new Date() ).getTime() ); This site uses Akismet to reduce spam. :), odmah je na toj frekvenciji uo sondu kako emituje, dok visoka tehnologija TTGO, uopte nije uoila nikakav signal. 3 Design, Material, or Manufacturing Flaw. We assessed inter-rater reliability via quadratic weighted Cohen's (1960) [1], as our labeling structure is best represented as that of an ordinal problem with varying degrees of disagreement between coders. Zoz and @WillCaruana at #BalCCon #BalCCon2k19 #hacking #community #NoviSad, This year we have #BalCCon badge "do it yourself" thaks to Zoz #BalCCon #badge #hacking #community #NoviSad. Hence, there was further improvement in inter-rater agreement. Poto sam bio u klubu i neto radio na 14mhz, tu i tamo sam proitao poruke, ali u fragmentima, pa mi nije bilo jasno da li se neto stvarno desilo ili su krenula neka objanjenja, tipa emu slui igla i konac i kako se koristi (radio amateri su vrlo specifini tipovi i kada u neto upru ne odustaju od objanjavanja).

A shoulder, clavicle, collarbone injury, or risk of either are identified. Face injury or risk of are identified within the review, this includes eyelids, eyebrows, and the area immediately around the eyes. Pozdrav Laci YU7CD. Both coders discussed labels to resolve the remaining disagreements to arrive at the final labels for each record. and transmitted securely. Product subcategory and injury timing distribution (count of reviews). 33 - Arm, lower (not including elbow or wrist). uvek je dobro da ide vie ljudi jer vie ljudi bolje vidi i razmilja, obui se i obuti u skladu sa uslovima na terenu i vremenskim prilikama, poneti sve izviake stvari, baterije za osvetljenje, kompas, GPS i ostalo, nikad se ne zna ta e zatrebati mada i mobilni telefon menja dosta tih stvari. Podigao sam nivo skvela na 7 i kada vie nije bilo signala shvatio sam da smo ga preskoili. An official website of the United States government. rollators, walkers, canes, wheelchairs, and ramps), some categories (e.g. Janay White: Software, Formal analysis, Investigation, Supervision. The review associates the product with the onset of dermatitis or conjunctivitis. Consequently, the older adult consumer product market has quickly become a multi-billion-dollar industry in which millions of products are sold every year. Sonda se nalazila nekih 2 kilometra od glavnog puta, ili smo preko panjaka, i poljskih puteva. Rogue coders were filtered out using the following criteria: Kappa score and remaining reviews by unreliable raters removed. Copyright 2022 | WordPress Theme by MH Themes, Aktivnosti: Polaganje ispita za amaterskog radio operatora, Aktivnosti: poseta i prezentacija aktivnosti Radio kluba Zrenjanin u koli Petar Petrovi Njego, traili smo belu kutijicu, sa belim kanapom i skoro belim balonom na sneno-belom snegu , uvek nositi sa sobom dodatni power bank za TTGO ili za mobilni telefon, ali i baterije za Baofeng. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). Vetar je bio zapadni i bilo je logino da je vetar sondu odneo istonije od mesta na mapi, ali kako glup(v)i TTGO nita nije dekodirao probali smo da idemo malo severozapadno, kako su nam govorili Baofengovi. Fig. Product categories (Assistive aid products). The first eleven features correspond to general review information, such as title and date posted, while the remaining thirty-two contain relevant sub-coded information regarding product performance, consumer injuries, design guidance, and author type. Frequently recorded affected body groups (a) and injury type (b) Distributions (count of reviews); non-reported body affected and non-stated injury type are excluded. HHS Vulnerability Disclosure, Help 2, Fig. Suggestions for the removal of protruding pieces, such as screws, or sharp edges from the product. 31 - Trunk, upper (not including shoulders). Felipe Restrepo: Writing original draft, Data curation. Identified safety concerns were manually sub-coded across thirteen dimensions designed to capture relevant aspects of the consumer's experience with the purchased product, facilitate the safety concern identification and sub-classification process, and serve as a gold-standard, balanced dataset for text classifier learning. These sub-coded features are split across a number of categorical (5) and binary dimensions (7), which are designed to capture relevant aspects of the customer's narrative with the purchased product (Fig. 76 - Face (including eyelid, eye area and nose). Ponovo smo se vratili na mesto sa google mape i pretraivalil teren. And the most annoying is my good right foot keeps catching on the back right wheel, cutting my right ankle bone, This thing is a death trap. We figured it may have just not locked right so we put it back together and made sure everything was right. It does not come with instructions, the wheels are wobbly and uneven, there are no brake locks, if you go over a rumble strip or an incline be prepared to fall., raised seats/commodes/toilet stools/urinals/bedpans, grab, balance, safety bars/chairs/benches/ mats/hair washing basins, overbed tables/rails/ low strength assists/step stools, crutches/hands free crutches/crutch accessories/ankle braces, cushions, wedges, mattresses, memory foam, pillows, other/cast protectors/waterproof covers/writing aids/batteries/flashlights, Design Guidance Type (Explicit vs Implicit). Johnathon P. Ehsani: Supervision, Project administration. Lower Trunk (Below Navel to Pubic Region). Drugari, imam jednu kartu vika za @BalCC0n #balccon2k19. Codes and definitions for injury timing dimension. Researchers, manufacturers, and regulators alike may utilize the sub-coded narratives to identify safety concerns, prevent older adult mobility-related injuries, and extract valuable context that helps better understand product-risk vs personal-risk among older adults. That is because she was in the hospital for almost a month, My mom's arms drag on the wheels when she uses the arm rests., It sometimes gets off-balance, especially when turning. Box 6954, Radford, VA 24142, USA, hDepartment of Information Systems and Business Analytics, Loyola Marymount University, 1 Loyola Marymount University Dr, Los Angeles, CA 90045, USA, iBloomberg School of Public Health, Johns Hopkins University, 615N Wolfe St, Baltimore, MD 21205, USA. Received 2021 Nov 16; Revised 2022 Mar 3; Accepted 2022 Mar 7. Ko je rekao da je Baofeng drlog ureaj? Accessibility Codes and definitions for design guidance dimension. 3The following CPSC NEISS codes were coded for, but have been omitted here for brevity, as zero occurrences of these codes were observed: 65 Anoxia; 42 Aspirated Foreign Object; 72 Avulsion; 49 Burns, Chemical; 73 Burns, Radiation; 46 Burns, Electrical; 47 Burns, Not Specified; 60 Dental Injury; 55 Dislocation; 67 Electric Shock; 56 Foreign Body; 66 Hemorrhage; 41 Ingested Foreign Object; 62 Internal Organ Injury; 69 Submersion.

For the initial 72 items, the Cohen's Kappa scores were =0.68, 0.37, and 0.79 for the body part affected, injury type and injury timing dimensions, respectively. The Cohen's Kappa scores for the final dataset were =0.95, 0.91, and 0.89 for the body affected, injury type and injury timing dimensions, respectively. 1, Fig. The presented dataset contains 1966 curated online product reviews from consumers, equally distributed between safety concerns and non-concerns, pertaining to product categories typically intended for older adults. Learn how your comment data is processed. Categories determined to be unrelated to mobility-assistance, such as shower aids seen in panel (b) of Table5 were removed from the dataset, leaving 1045 potential safety concern narratives for mobility-related products for older adults. Example: causing or aggravating carpal tunnel syndrome, sciatica pain. Nohel Zaman: Supervision, Project administration, Visualization. Bruises, scrapes, grazes or risk of either are identified. However, the rapidly growing market raises the potential for an increasing number of product safety concerns and consumer product-related injuries among older adults. Careers. Both coders resolved discrepancies in their coding by discussion. Napokon kad sam malo pomnije proitao poruke, shvatim da se neto stvarno deava i da je objekat pao blizu naeg QTH. Suggestions for other, customer-specified product improvements. National Library of Medicine Regulating agency product-risk early warning systems may better benefit from the use of a dataset focused around injury prevention, such as the one presented, rather than conventional, historic hospital-incident-reporting datasets. Injury could possibly occur; thus, reviewer is cautious about using the product. Coder A and B first coded a random set of 72 shortlisted potential safety concerns (from the Initial Phase). The dataset was intentionally balanced by product category (equal number of safety concerns and non-concerns for each product type) to facilitate machine learning classifier training and testing. Additionally, detailed dimension summary statistics can be found within the Safety Concern Counts sheet, available in the labeled (sub-coded) file, and in Fig. Product or product parts breaking/bending, poor material finishing (rough surfaces, sharp edges), pieces coming loose or falling off. kneewalkers, scooters, and crutches) comprise products that are frequently also used by younger adults. Dermatitis includes skin rashes, irritation, itchiness. A lower arm, unspecified arm injury, or risk of either are identified. 30 - Shoulder (including clavicle, collarbone). Bethesda, MD 20894, Web Policies Tagged more than four reviews with Major Injury. 4). Vanbelle S. A new interpretation of the weighted kappa coefficients. She fell and broke her hip and when we tried to return it we were told it was too late. 4, shown above, provides a visual representation of the effect unreliable coders have on Kappa scores, for the Initial Exploratory Phase coding. Someone was actually hurt by the product, but it was a minor incident and no doctor's visit, or hospital visit was required. In the Initial Exploratory Phase of data coding (described in detail under Technical Validation: Initial Exploratory Phase later on) 50,000 randomly selected reviews were labeled, in order to detect and flag potential safety concern narratives. 4The following CPSC NEISS codes were coded for, but have been omitted here for brevity, as zero occurrences of these codes were observed: 94 Ear; 77 Eyeball; 88 Mouth; 00 Internal; 85 All Parts of Body. Suggestions for the addition of a non-slip surface, e.g., water-proof rubber tips, rubber wheels. 8600 Rockville Pike Bravo drustvo, bas ste me razveselili, mogli bi da napravite malu yagicu ili oblong za ovu freqv. Nerve damage or risk of are identified. Namrata Mali: Software, Validation, Writing original draft, Data curation. U toj igri svetlosti i senki svaka travka je delovala kao neto to traimo i u jednom momentu Darko vie: da li je ovo sonda?. U autu smo se malo ugrejali, a u Stajicevu nas je saekala Ivana YU5INA i topao aj i rakija . Coding of the Injury Type and Body Part Affected dimensions by the two graduate assistants in the Confirmatory Phase was performed according to the Consumer Product Safety Commission (CPSC) National Electronic Injury Surveillance System (NEISS) coding manual [2]. More than 20% of their total labels are safety concerns. Codes and definitions for injury type dimension.3, Codes and definitions for body part affected dimension.4. For example, coding a review as minor injury versus major injury means the two coders were close and not totally discordant, whereas coding a review as major injury versus no injury occurred is a more significant disagreement. Examination efforts resulted in the identification of nineteen major product categories, seen in panel (a) of Table5. Shortlisted retained and removed product categories (assistive aid products). A lower leg, unspecified leg injury, or risk of either are identified. Neiss Coding Manual - CPSC. government site. nekih 300 metara od ground zero take, vetar ga je prilino nosio Doli smo do lokacije i uz pomo baterija i bliceva sa telefona pretraivali teren. Prilikom povratka i padom adrenalina, poeo sam oseati hladnou, temperatura je pala dodatno, a vetar je duvao sa severa ovaj put. Codes, definitions, and examples for pathway to injury dimension. Code numbers, names, and definitions for the Body Part Affected (TableB.2) and Injury Type (Table B.3, Table B.4, Table B.5) dimensions are from the CPSC NEISS Coding Manua [2], and are replicated here for convenience. All categories fall under Health & Personal Care, Medical Supplies & Equipment.. aDepartment of Industrial and Systems Engineering, Virginia Tech, 250 Durham Hall (MC 0118) 1145 Perry Street, Blacksburg, VA 24061, USA, bDepartment of Computer Science, Virginia Tech, 2202 Kraft Dr SW, Blacksburg, VA 24060, USA, cDepartment of Human Development and Family Science, Virginia Tech, Wallace Hall, 366, 295W Campus Dr #0416, Blacksburg, VA 24061, USA, dDepartment of Business Information Technology, Virginia Tech, Pamplin Hall, 880W Campus Dr Suite 1007, Blacksburg, VA 24061, USA, eManagement Information Systems Department, San Diego State University, 5500 Campanile Dr, San Diego, CA 92182, USA, fDepartment of Management Information Systems, Thammasat University, 2 Phra Chan Alley, Khwaeng Phra Borom Maha Ratchawang, Khet Phra Nakhon, Bangkok 10200, Thailand, gDepartment of Management, Radford University, P.O.

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