Systematic Review of Approaches to Use of Neighborhood-Level Risk Factors With ClinicalData to Predict Clinical Risk and recomm

Despite a large body of literature investigating how the environment influences health outcomes, most published work to date includes only a limited subset of the rich clinical and environmental data that is available and does not address how these data might best be used to predict clinical risk or expected impact of clinical interventions. Identify existing approaches to inclusion of a broad set of neighborhood-level risk factors with clinical data to predict clinical risk and recommend interventions. A systematic review of scientific literature published and indexed in PubMed, Web of Science, Association of Computing Machinery (ACM) and SCOPUS from 2010 through October 2020 was performed.
To be included, articles had to include search terms related to Electronic Health Record (EHR) data Neighborhood-Level Risk Factors (NLRFs), and Machine Learning (ML) Methods. Citations of relevant articles were also reviewed for additional articles for inclusion. Articles were reviewed and coded by two independent reviewers to capture key information including data sources, linkage of EHR to NRLFs, methods, and results. Articles were assessed for quality using a modified Quality Assessment Tool for Systematic Reviews of Observational Studies (QATSO).
 A total of 334 articles were identified for abstract review. 36 articles were identified for full review with 19 articles included in the final analysis. All but two of the articles included socio-demographic data derived from the U.S. Census and we found great variability in sources of NLRFs beyond the Census. The majority or the articles (14 of 19) included broader clinical (e.g. medications, labs and co-morbidities) and demographic information about the individual from the EHR in addition to the clinical outcome variable.
Half of the articles (10) had a stated goal to predict the outcome(s) of interest. While results of the studies reinforced the correlative association of NLRFs to clinical outcomes, only one article found that adding NLRFs into a model with other data added predictive power with the remainder concluding either that NLRFs were of mixed value depending on the model and outcome or that NLRFs added no predictive power over other data in the model. Only one article scored high on the quality assessment with 13 scoring moderate and 4 scoring low.
In spite of growing interest in combining NLRFs with EHR data for clinical prediction, we found limited evidence that NLRFs improve predictive power in clinical risk models. We found these data and methods are being used in four ways. First, early approaches to include broad NLRFs to predict clinical risk primarily focused on dimension reduction for feature selection or as a data preparation step to input into regression analysis. Second, more recent work incorporates NLRFs into more advanced predictive models, such as Neural Networks, Random Forest, and Penalized Lasso to predict clinical outcomes or predict value of interventions.
Third, studies that test how inclusion of NLRFs predict clinical risk have shown mixed results regarding the value of these data over EHR or claims data alone and this review surfaced evidence of potential quality challenges and biases inherent to this approach. Finally, NLRFs were used with unsupervised learning to identify underlying patterns in patient populations to recommend targeted interventions. Further access to computable, high quality data is needed along with careful study design, including sub-group analysis, to better determine how these data and methods can be used to support decision making in a clinical setting.
Systematic Review of Approaches to Use of Neighborhood-Level Risk Factors With ClinicalData to Predict Clinical Risk and recomm

Rapid online teaching: movement of animal science courses online during COVID-19. Case study: pedagogical decisions in transitioning animal science courses online

Traditionally, earning a degree in animal science requires many face-to-face, hands-on courses; however, the COVID-19 pandemic created a situation in which traditional delivery of these courses may not be feasible as they provide a health risk to our students, teaching assistants, and instructors alike. This examination of two pedagogically different courses and how each was transitioned to an online format highlights the types of teaching decisions that are required to effectively teach animal science in an online format. The Farm Animal Production Systems lab was an animal handling and production practices lab, and although the transition to online delivery did not allow for students to participate in traditional hands-on development of skills, various resources were utilized that still achieved the development of animal handling concepts that will prepare students for later courses and work with live animals.

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EUR 95
Description: Goat anti Mouse IgG antibody

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Description: Goat anti Mouse IgG antibody

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EUR 127
Description: Goat anti Mouse IgG secondary antibody

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EUR 100
Description: Goat anti Mouse IgG secondary antibody

Goat anti Mouse IgG

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EUR 95
Description: Goat anti Mouse IgG secondary antibody

Goat anti Mouse IgG

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Description: Goat anti Mouse IgG secondary antibody

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Goat Anti Mouse Igg (H/L) Polyclonal Antibody

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Goat Anti Mouse Igg (H/L) Polyclonal Antibody

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  • 100 ug
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Goat anti-Mouse IgG Antibody (RPE)

abx401034-05mg 0.5 mg
EUR 644.4

Goat anti-Mouse IgG Antibody (RPE)

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Goat Anti-Mouse IgG Antibody (FITC)

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Goat anti-Mouse IgG Antibody (BGAL)

abx401031-1ml 1 ml
EUR 444

Goat Anti-Mouse IgG Antibody (FITC)

abx400031-100g 100 µg
EUR 337.5

Goat Anti-Mouse IgG Antibody (FITC)

abx401027-10g 10 µg
EUR 300

Goat Anti-Mouse IgG Antibody (BGAL)

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EUR 325

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abx019213-01ml 0.1 ml
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Goat Anti-Mouse IgG Antibody (TRITC)

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Goat Anti-Mouse IgG Antibody (TRITC)

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Goat Anti-Mouse IgG Antibody (Biotin)

20-abx400030
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  • 100 ug
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Goat Anti-Mouse IgG Antibody (Biotin)

abx400030-100g 100 µg
EUR 312.5

Goat Anti Mouse Igg (Rat Adsorbed) Polyclonal Antibody

CPBT-68085GM 0.5 mg
EUR 670.8

Goat anti Mouse IgG + IgM

41R-1063 1 mg
EUR 115
Description: Goat anti Mouse IgG + IgM secondary antibody

Goat anti Mouse IgG + IgM

41R-1064 1 mg
EUR 176
Description: Goat anti Mouse IgG + IgM secondary antibody

Goat anti Mouse IgG (HRP)

43C-CB1569 1 mg
EUR 181
Description: Goat anti Mouse IgG secondary antibody  (HRP)

Goat anti Mouse IgG (FITC)

43R-1359 2 mg
EUR 167
Description: Goat anti Mouse IgG secondary antibody  (FITC)

Goat Anti Mouse IgG-HRP

E61I00503 1mg
EUR 345

Goat Anti Rat Igg (Mouse Adsorbed) Polyclonal Antibody

CPBT-66038GR 0.5 mg
EUR 920.4

Goat Anti Mouse IgG -Biotin

E61I00502 1mg
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Goat Anti Mouse IgG-FITC

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EUR 431.25

Goat Anti Mouse Igg (H/L) Polyclonal Antibody,HRP

CPBT-68096GM 1 mg
EUR 670.8

Goat anti-mouse IgG HRP Antibody

E8HA1006 100ul
EUR 225
Description: Available in various conjugation types.

Goat anti-Mouse IgG Fab Antibody

abx401416-1ml 1 ml
EUR 543.6

Goat Anti-Mouse IgG Fab Antibody

abx401416-200g 200 µg
EUR 350

Goat anti-Rat IgG Antibody

abx401071-1mg 1 mg
EUR 393.6

Goat anti-Rat IgG Antibody

abx401552-05mg 0.5 mg
EUR 477.6

Goat Anti-Rat IgG Antibody

abx401552-100g 100 µg
EUR 300

Goat Anti Mouse Igg (H/L) Polyclonal Antibody,FITC

CPBT-68099GM 2 mg
EUR 696

Anti- Goat Anti Rabbit IgG (HL) Antibody

GWB-FFA3B2 1 mg Ask for price

Goat anti-mouse IgG FITC Antibody

E8HA1003 100ul
EUR 225
Description: Available in various conjugation types.

Anti- Goat Anti Chicken IgG (HL) Antibody

GWB-EBA8A6 1 mg Ask for price

Goat Anti Mouse Igg (Multispecies Adsorbed) Polyclonal Antibody

CPBT-68095GM 1 mg
EUR 858

Goat Anti-Human IgG Antibody

abx120111-5mg 5 mg
EUR 560.4

Goat anti Mouse IgG (rhodamine)

43R-1360 1 mg
EUR 116
Description: Goat anti Mouse IgG secondary antibody  (rhodamine)

Goat Anti-Rabbit IgG Antibody

20-abx400049
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  • 100 ug
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Goat Anti-Rabbit IgG Antibody

abx400049-50g 50 µg
EUR 312.5

Mouse anti Goat IgG heavy chain-HRP Antibody

48068 100ul
EUR 429

Mouse anti Goat IgG heavy chain-HRP Antibody

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EUR 399.6

Mouse anti Goat IgG heavy chain-HRP Antibody

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EUR 286.8

Mouse anti goat IgG lighty chain-HRP Antibody

48078 100ul
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Mouse anti goat IgG lighty chain-HRP Antibody

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EUR 399.6

Mouse anti goat IgG lighty chain-HRP Antibody

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EUR 286.8

Goat anti-mouse IgG (H+L) Antibody

E8G1006-1 100ul
EUR 225
Description: Available in various conjugation types.

Goat anti-Mouse IgG (H&L) Antibody

E61C00401 100μg/100μl
EUR 225
Description: Available in various conjugation types.

Goat anti-Mouse IgG (H/L) Antibody

abx401108-2mg 2 mg
EUR 577.2

Goat anti-Mouse IgG (H/L) Antibody

abx401444-05mg 0.5 mg
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Goat Anti-Mouse IgG (H+L) Antibody

abx019221-1mg 1 mg
EUR 410.4

Goat Anti-Mouse IgG (H+L) Antibody

abx023421-1mg 1 mg
EUR 343.2

Goat Anti-Mouse IgG (H+L) Antibody

abx023427-5mg 5 mg
EUR 594

Goat Anti-Mouse IgG (H+L) Antibody

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EUR 343.2

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abx023431-1mg 1 mg
EUR 360

Goat Anti-Mouse IgG (H+L) Antibody

abx023432-5mg 5 mg
EUR 393.6

Goat Anti-Mouse IgG (H+L) antibody

STJ99561-100l 100 µl
EUR 92.4
Description: Unconjugated Goat monoclonal to Mouse IgG (H+L) antibody

Goat Anti-Mouse IgG (H+L) antibody

STJ99561-1mL 1 mL
EUR 248.4
Description: Unconjugated Goat monoclonal to Mouse IgG (H+L) antibody

Goat Anti-Mouse IgG (H+L) antibody

STJ99665 200 µl
EUR 236.4
Description: HRP conjugated Goat polyclonal to Mouse IgG (H+L)

Goat Anti-Mouse IgG (H+L) antibody

STJ99667 200 µl
EUR 236.4
Description: FITC conjugated Goat polyclonal to Mouse IgG (H+L)

Goat Anti-Mouse IgG (H+L) antibody

STJ99669 200 µl
EUR 236.4
Description: BIOTIN conjugated Goat polyclonal to Mouse IgG (H+L)

Goat Anti-Mouse IgG (H+L) antibody

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EUR 236.4
Description: Unconjugated Goat polyclonal to Mouse IgG (H+L)

Goat Anti-Mouse IgG H&L Antibody

abx007441-100g 100 µg Ask for price

Goat Anti-Mouse IgG H&L Antibody

abx007441-10g 10 µg
EUR 175

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abx242874-96tests 96 tests
EUR 187.5

Goat Anti-Mouse IgG H&L Antibody

abx134841-01mg 0.1 mg
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Goat Anti-Mouse IgG H&L Antibody

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Goat Anti-Mouse IgG H&L Antibody

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Goat Anti-Mouse IgG H&L Antibody

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Goat Anti-Mouse IgG H&L Antibody

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Goat Anti-Mouse IgG H&L Antibody

abx401108-100l 100 µl
EUR 375

Goat Anti-Mouse IgG H&L Antibody

abx401444-200g 200 µg
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Goat anti-mouse IgG Rhodamine Antibody

E8HA1017 100μl
EUR 225
Description: Available in various conjugation types.

Goat Anti-Mouse IgG Secondary Antibody

TA130001 1 mg Ask for price

Goat Anti-Mouse IgG (Fc) Antibody (ALP)

abx023404-1ml 1 ml
EUR 718.8

Goat Anti-Mouse IgG (Fc) Antibody (HRP)

abx023406-2ml 2 ml
EUR 718.8

Goat Anti Mouse Igg Polyclonal Antibody,RPE (RAT ADSORBED)

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EUR 858

Goat Anti Mouse Igg Polyclonal Antibody,HRP (RAT ADSORBED)

CPBT-68087GM 0.5 mg
EUR 670.8

Goat Anti-Mouse IgG (Fc) Antibody (FITC)

abx023403-2mg 2 mg
EUR 644.4

Anti- Goat IgG (Fc) Antibody

GWB-2FE220 2 mg Ask for price

Goat Anti Mouse Igg Polyclonal Antibody,FITC (RAT ADSORBED)

CPBT-68079GM 0.5 mg
EUR 670.8

Goat Anti-Mouse IgG (Fc) Antibody (Biotin)

abx023401-2ml 2 ml
EUR 693.6

Goat Anti-Mouse IgG Fc Antibody (Biotin)

abx023401-400l 400 µl Ask for price

Goat Anti-Mouse IgG Fc Antibody (Biotin)

abx023401-80l 80 µl
EUR 762.5

Goat Anti-toxoplasma IgG antibody(Anti-toxIgG)

QY-E140058 96T
EUR 495.6

Donkey anti Goat IgG Antibody (Goat anti Donkey) (H&L)

GWB-CF7AB3 1.5 mg Ask for price

Goat anti Mouse IgG (H + L)

41C-CB1501 2 mg
EUR 193
Description: Goat anti Mouse IgG (H + L) secondary antibody

Goat anti Mouse IgG (H + L)

41R-1051 2 mg
EUR 127
Description: Goat anti Mouse IgG (H + L) secondary antibody

Goat anti Mouse IgG (H + L)

41R-1052 2 mg
EUR 115
Description: Goat anti Mouse IgG (H + L) secondary antibody

Goat anti Mouse IgG (H + L)

41R-1053 2 mg
EUR 128
Description: Goat anti Mouse IgG (H + L) secondary antibody

Goat anti Mouse IgG (H + L)

41R-1054 2 mg
EUR 176
Description: Goat anti Mouse IgG (H + L) secondary antibody

Goat anti Mouse IgG (H + L)

41R-1055 2 mg
EUR 299
Description: Goat anti Mouse IgG (H + L) secondary antibody

Goat anti Mouse IgG (H + L)

41R-1056 1 mg
EUR 133
Description: Goat anti Mouse IgG (H + L) secondary antibody

Goat anti Mouse IgG (H + L)

41R-1057 1 mg
EUR 167
Description: Goat anti Mouse IgG (H + L) secondary antibody

Goat anti Mouse IgG (H + L)

41R-1100 2 mg
EUR 176
Description: Goat anti Mouse IgG (H + L) secondary antibody

Goat anti Mouse IgG (H + L)

40-GM25 100 ml
EUR 399
Description: Goat anti Mouse IgG secondary antibody (H + L)

Goat anti- mouse IgG(H+L)

FNab09848 100µg
EUR 658.5
Description: Antibody raised against Goat mouse IgG(H+L)

Goat anti Mouse IgG (Fab'2)

41C-CJ0207 1 mg
EUR 279
Description: Goat anti Mouse IgG secondary antibody (Fab'2)

Goat anti Mouse IgG (Fab'2)

41C-CJ0213 1 mg
EUR 333
Description: Goat anti Mouse IgG secondary antibody (Fab'2)

Goat Anti Rat Igg Polyclonal Antibody,HRP (MOUSE ADSORBED)

CPBT-66027GR 0.5 mg
EUR 670.8

Goat Anti Mouse Igg (H/L) Polyclonal Antibody,Alk. Phos.

CPBT-68110GM 1 mg
EUR 1132.8

Goat Anti Mouse Igg (H/L) Polyclonal Antibody,Alk. Phos.

CPBT-68115GM 0.5 mg
EUR 889.2

OATA01282-2MG - Goat Anti-Mouse IgG Antibody

OATA01282-2MG 2mg
EUR 169

OATA01283-2MG - Goat Anti-Mouse IgG Antibody

OATA01283-2MG 2mg
EUR 139

OATA01284-2MG - Goat Anti-Mouse IgG Antibody

OATA01284-2MG 2mg
EUR 199

OATA01285-2MG - Goat Anti-Mouse IgG Antibody

OATA01285-2MG 2mg
EUR 159

OATA01296-2MG - Goat Anti-Mouse IgG Antibody

OATA01296-2MG 2mg
EUR 289

Goat anti Mouse IgG + IgM (HRP)

43R-IG051hrp 1 mg
EUR 181
Description: Goat anti Mouse IgG + IgM secondary antibody (HRP)

IgG Antibody (Goat anti Cat) (Fc)

GWB-BED740 2 ml Ask for price

Goat anti Mouse IgG (Alk Phos)

43R-1357 1 mg
EUR 208
Description: Goat anti Mouse IgG secondary antibody  (Alk Phos)

Goat anti Mouse IgG + IgM (FITC)

43R-1388 1 mg
EUR 167
Description: Goat anti Mouse IgG + IgM secondary antibody (FITC)

Goat anti Mouse IgG1 Antibody (HRP)

20-abx239824
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Goat anti Mouse IgG3 Antibody (HRP)

20-abx239828
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  • 100 ul
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Goat anti Mouse IgG Fc (biotin)

43R-1358 2 mg
EUR 208
Description: Goat anti Mouse IgG secondary antibody (biotin)

GOAT ANTI MOUSE IGG, ANTISERA, 100 ML

7455500-100ML 1ML
EUR 147.62

GOAT ANTI MOUSE IGG, ANTISERA, 500 ML

7455500-500ML 1ML
EUR 639.56

Goat anti Human IgG Fc antibody

41-XG57 1 G Ask for price
Description: Affinity purified Goat anti Human IgG Fc antibody

Goat anti-Cat IgG (Fc) Antibody

abx401190-1mg 1 mg
EUR 444

Goat anti-Pig IgG (Fc) Antibody

abx401226-1mg 1 mg
EUR 444

Goat anti-Rat IgG Antibody (AP)

abx401468-1ml 1 ml
EUR 644.4

IgG Antibody (Goat anti Horse) (Fc)

GWB-98ED86 2 mg Ask for price

IgG Antibody (Goat anti Human) (Fc)

GWB-6F7C45 0.5 ml Ask for price

IgG Antibody (Goat anti Human) (Fc)

GWB-CDE49A 0.5 ml Ask for price

Goat Anti-Cat IgG Fc Antibody

abx401190-100tests 100 tests Ask for price

Goat Anti-Cat IgG Fc Antibody

abx401190-25tests 25 tests
EUR 262.5

Goat Anti-Pig IgG Fc Antibody

abx401226-100g 100 µg
EUR 262.5

GOAT ANTI MOUSE IGG, ANTISERA, 1 LTR

7455500-1LTR 1LTR
EUR 1184.2

Goat Anti Mouse Igg (H/L) (Rat Adsorbed) Polyclonal Antibody

DPBT-67938GM 0.5 mg
EUR 696

Goat anti-toxoplasma IgG antibody (Anti-Tox IgG) ELISA Kit

NSL0001Gt 96T
EUR 528

Anti- Goat IgG Fab Antibody

GWB-521056 5 mg Ask for price

Goat anti-Rat IgG Antibody (RPE)

abx401075-05mg 0.5 mg
EUR 744

IgG Antibody (Goat anti Rabbit) (Fc)

GWB-CC0EA6 5 mg Ask for price

Goat Anti-Rat IgG Antibody (ALP)

abx401468-100tests 100 tests
EUR 425

Goat anti-Horse IgG (T) Antibody

abx401217-1mg 1 mg
EUR 444

Goat anti-Human IgG (Fd) Antibody

abx401522-05mg 0.5 mg
EUR 493.2

Goat Anti-Human IgG Fc Antibody

20-abx134790
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  • 100 ul
  • 500 ul

Goat Anti-Human IgG (Fc) Antibody

abx023507-10ml 10 ml
EUR 661.2

Goat Anti-Human IgG (Fc) Antibody

abx023509-2mg 2 mg
EUR 393.6

Goat Anti-Human IgG (Fc) Antibody

abx023510-10ml 10 ml
EUR 444

Goat Anti-Human IgG (Fc) Antibody

abx023511-1mg 1 mg
EUR 444

Goat Anti-Human IgG FC antibody

STJ99582-100l 100 µl
EUR 109.2
Description: Unconjugated Goat monoclonal to Human IgG FC antibody

Goat Anti-Human IgG FC antibody

STJ99582-1mL 1 mL
EUR 616.8
Description: Unconjugated Goat monoclonal to Human IgG FC antibody

Goat Anti-Human IgG Fc Antibody

abx134790-01mg 0.1 mg
EUR 187.5

Goat Anti-Human IgG Fc Antibody

abx023510-400l 400 µl Ask for price

Goat Anti-Human IgG Fc Antibody

abx023510-80l 80 µl
EUR 425

Goat Anti-Human IgG Fc Antibody

abx023511-400l 400 µl Ask for price

Goat Anti-Human IgG Fc Antibody

abx023511-80l 80 µl
EUR 462.5

Goat Anti-Human IgG Antibody (PE)

abx401057-50g 50 µg
EUR 462.5

Goat Anti-Horse IgG (T) Antibody

abx401217-100g 100 µg
EUR 287.5

Goat Anti-Human IgG (Fd) Antibody

abx401522-100g 100 µg
EUR 312.5

Goat Anti-Human IgG H Antibody

abx401523-100g 100 µg
EUR 300

Goat Anti-Mouse IgG (gamma) Antibody (HRP)

abx023412-2mg 2 mg
EUR 444

Goat Anti-Mouse IgG (gamma) Antibody (HRP)

abx023412-400l 400 µl Ask for price

Goat Anti-Mouse IgG (gamma) Antibody (HRP)

abx023412-80l 80 µl
EUR 400

Goat anti-Human IgG Antibody (RPE)

abx401057-05mg 0.5 mg
EUR 644.4

Goat Anti-Rabbit IgG (FC) Antibody

abx024171-2ml 2 ml
EUR 727.2

In contrast, the Animal Science Laboratory Teaching Methods course remained consistent in format through the transition to online because students were still able to participate in discussion-based activities via Zoom meetings each week due to the small class size, which helped to maintain student engagement. However, the final teaching experience was modified to an alternative assignment. The alternate assignment included self-reflection and course evaluation that will help to improve both the Farm Animal Production Systems laboratory and the Animal Science Teaching Methods course in the future. Although COVID-19 has been a challenge that disrupted traditional courses, it has provided opportunities for a traditionally hands-on discipline, such as animal science, to more effectively engage students via an online platform.