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Title: Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard look at terminologization and injury notions Session: J10 - Editor's Choice Date: Friday 24 September 2010 Time: 11:30 AM Authors:Danilo Blank (presenter), Marilyn Agranonik, Norma Marzola, Marcelo Goldani Institution: Universidade Federal do Rio Grande do Sul, Porto Alegre, RS, Brazil
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Page 1: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Title: Academic formation and conceptions of

accident and injury among non-English

speaking students: A geometric data

analysis hard look at terminologization

and injury notions

Session: J10 - Editor's Choice

Date: Friday 24 September 2010

Time: 11:30 AM

Authors: Danilo Blank (presenter),

Marilyn Agranonik, Norma Marzola,

Marcelo Goldani

Institution: Universidade Federal do Rio Grande

do Sul, Porto Alegre, RS, Brazil

Page 2: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard
Page 3: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard
Page 4: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

terminologization?terminologization

Undergratuate curriculum

General

languageSpecialized

language

word

General

language

term

Specialized

language

Page 5: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard
Page 6: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard
Page 7: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard
Page 8: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard
Page 9: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Background:

Page 10: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Injury prevention

Active measures? Passive measures?

Behavioral

interventions

Safety education

Dependable

terminology

Accident?

Injury?

Injúria?

Page 11: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Methods:

Page 12: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

http://bit.ly/wsurvey09

Page 13: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

http://bit.ly/wsurvey09

[email protected]

Page 14: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

http://bit.ly/wsurvey09

Page 15: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

http://bit.ly/CHERRIES

Page 16: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Target sample:

first-year and last-year

students of

• medicine,

• law,

• communication,

• education.

Page 17: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Target sample:

first-year and last-year

students of

• medicine,

• law,

• communication,

• education.

Page 18: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Target sample:

first-year and last-year

students of

• medicine,

• law,

• communication,

• education.

Page 19: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Target sample:

first-year and last-year

students of

• medicine,

• law,

• communication,

• education.

Page 20: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Target sample:

first-year and last-year

students of

• medicine,

• law,

• communication,

• education.

Page 21: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Target sample:

first-year and last-year

students of

• medicine,

• law,

• communication,

• education.

Page 22: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Target sample:

first-year and last-year

students of

• medicine,

• law,

• communication,

• education.

Page 23: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Target sample:

first-year and last-year

students of

• medicine,

• law,

• communication,

• education.

Page 24: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Target sample:

first-year and last-year

students of

• medicine,

• law,

• communication,

• education.

Page 25: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Target sample:

first-year and last-year

students of

• medicine,

• law,

• communication,

• education.

Page 26: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Target sample:

first-year and last-year

students of

• medicine,

• law,

• communication,

• education.

Page 27: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Target sample:

first-year and last-year

students of

• medicine,

• law,

• communication,

• education.

Page 28: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Target sample:

first-year and last-year

students of

• medicine,

• law,

• communication,

• education.

Page 29: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Target sample:

first-year and last-year

students of

• medicine,

• law,

• communication,

• education.

Page 30: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Target sample:

first-year and last-year

students of

• medicine,

• law,

• communication,

• education.

Page 31: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Target sample:

first-year and last-year

students of

• medicine,

• law,

• communication,

• education.

Page 32: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

The questionnaire:

Page 33: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Proportion of subjects endorsingdisplayed meaning of the word “accident” (n=943).

10080604020

82.8

0

4.2

26.1

25.1

Copyright ©2006 BMJ Publishing Group Ltd.

Page 34: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Acidente

Injúria

Lesão

Page 35: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Acidente

Injúria

Lesão

= accident !?!

Page 36: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Acidente

Injúria

Lesão

= accident !?!

≈ injury !injury

Page 37: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Acidente

Injúria

Lesão

= accident !?!

≈ injury !injury

≈ lesion (!)

injury (!?!)

Page 38: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

primarily of physical damage, moral

damage or material damage?

lesão

acidente

injúria

The word makes you think

Page 39: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Which of these

best fits your idea of lesão?

Loss

Physical impairment

Offense

Stain

Traumatism

Page 40: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Which of these

best fits your idea of injúria?

Theft

Wound

Defamation

Loss

Calumny

Page 41: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Which of these

best fits your idea of acidente?

Misfortune

Imbalance

Chance

Loss of control

Negligence

Page 42: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

When you hear the word acidente,

do you think that what happened

was done on purpose?

Page 43: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

When you hear the word acidente,

do you think that what happened

was a work of fate?

Page 44: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

When you hear the word acidente,

do you think that what happened

could have been foreseen?

Page 45: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

When you hear the word acidente,

do you think that what happened

could have been prevented?

Page 46: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

lesões

acidentes

injúrias

How preventable do you think that death

are?causing

Page 47: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard
Page 48: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard
Page 49: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard
Page 50: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard
Page 51: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Sent e-mails

(n=5322)

Stage unknown(n=1916)

Law(n=294)

Edu(n=751)

Com(n=871)

Med(n=394)

Law(n=704)

Edu(n=227)

Com(n=455)

Last-year students(n=1626)

Med(n=391)

Law(n=597)

Edu(n=378)

Com(n=260)

Valid e-mails

(n=4718)Law(n=260)

Edu(n=599)

Com(n=753)

Med(n=381)

Law(n=627)

Edu(n=204)

Com(n=413)

Med(n=368)

Law(n=513)

Edu(n=346)

Com(n=254)

Total number of

eligible respondents

(n=1450)First-year students

(n=785)

Last-year students(n=665)

Med(n=197)

Law(n=333)

Edu(n=89)

Com(n=166)

Med(n=102)

Law(n=263)

Edu(n=177)

Com(n=123)

First-year students(n=1780)

Total number of

respondents

(n=1626)

Law(n=46)

Edu(n=83)

Com(n=38)

Med(n=197)

Law(n=333)

Edu(n=89)

Com(n=166)

Med(n=102)

Law(n=263)

Edu(n=177)

Com(n=123)

Med(n=9)

Sample disposition:

Page 52: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Selected overall findings:

Page 53: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Injúria

Physical damage

Moral damage

Material damage

All three forms

of damage

6.6 %

80.4 %

9.1 %

1.2 %

80.4 %

Lesão

65.5 %

33.7 %

0.6 %

0.2 %

65.5 %

33.7 %

Acidente

61.7%

13.6 %

23.7 %

0.6 %

61.7%

23.7 %

13.6 %

Page 54: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Acidente

Lesão

Injúria

0

10

20

30

40

50

60

70

How preventable do you think that fatal accidents are?

accidents

lesions

injuries%

ofva

lida

nsw

ers

Page 55: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Students’ conceptions of the word acidente by course stage*

First year Last year Total

Preventable? (P=0.744)

Yes

Don’t know

No

Predicted? (P=0.002)

Yes

Don’t know

No

Work of fate? (P=0.937)

Yes

Don’t know

No

Done on purpose? (P=0.694)

*Data are shown as n (%) [adjusted residual, presented only in cases where P<0.05].

1225 (85.1%)124 (8.6%)90 (6.3%)

720 (50.3%)222 (15.5%)488 (34.1%)

215 (15.1%)194 (13.6%)

1013 (71.2%)

33 (2.3%)80 (5.6%)

1324 (92.1%)

Yes

Don’t know

No

1225 (85.1%)

720 (50.3%)

215 (15.1%)

33 (2.3%)

Page 56: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Students’ conceptions of the word acidente by course stage*

First year Last year Total

Preventable? (P=0.744)

Yes

Don’t know

No

Predicted? (P=0.002)

Yes

Don’t know

No

Work of fate? (P=0.937)

Yes

Don’t know

No

Done on purpose? (P=0.694)

*Data are shown as n (%) [adjusted residual, presented only in cases where P<0.05].

658 (84.6%)68 (8.7%)52 (6.7%)

360 (46.3%) [-3.3]122 (15.7%) [.2]

295 (38.0%) [3.3]

114 (14.8%)104 (13.5%)550 (71.6%)

18 (2.3%)47 (6.0%)

713 (91.6%)

360 (55.1%) [3.3]100 (15.3%) [-0.2]193 (29.6%) [-3.3]

567 (85.8%)56 (8.5%)38 (5.7%)

101 (15.4%)90 (13.8%)

463 (70.8%)

15 (2.3%)33 (5.0%)

611 (92.7%)

1225 (85.1%)124 (8.6%)90 (6.3%)

720 (50.3%)222 (15.5%)488 (34.1%)

215 (15.1%)194 (13.6%)

1013 (71.2%)

33 (2.3%)80 (5.6%)

1324 (92.1%)

Yes

Don’t know

No

Page 57: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Proportion of subjects endorsingdisplayed meaning of the word “accident” (n=943).

10080604020

82.8

0

4.2

26.1

25.1

Copyright ©2006 BMJ Publishing Group Ltd.

Preventable?

50.3%

85.1%

2.3%

15.1%

Predictable?

Work of fate?

Done on purpose?

0 20 40 60 80 100%

Proportion of students endorsing

displayed meaning of the word acidente (n=1450).

Page 58: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Geometric data analysis:

Page 59: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

0.50.0-0.5-1.0 1.0

-0.5

0.0

0.5

-1.0

1.0

Dim

en

sio

n 2

: ri

sk

les

sri

sk

yri

skie

r

more

concernDimension 1: other people’s level of concern

less

concern

Vanlaar et al. A perceptual map for understanding concern about unsafe driving behaviours.

Acc Anal Prev. 2008 ;40:1667-73.

cell

distract

fatigue

drugs

speed

drink

Page 60: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Conceptions and beliefs

Page 61: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

0.50.0-0.5-2.5 -2.0 -1.5 -1.0

-0.5

0.0

0.5

Dimension 1: λ=0.096 / 60.7% inertia

Dim

en

sio

n 2

: λ

=0

.04

4 /

12

.6%

in

ert

ia

IMorD

LStain

ICalAImb

ILoss

LBT

APrevis?ADest?

APrevis

ANDest

AMatD

LT

AMisf

APhysDLPhysD

APreven

APreven?

IDef

ABT

ANContr

ANPrevis

LMalf

ANegl

ANPreven

ADest

LDoe

AChance

IWound

IPhysD

IBT

NInstr

Cons

Progr

NDear

NHosp NSSRel

ModDear

Fem

Instr

Hosp

Mist

AdolDECAdolDNECCDEC

CDNEC

Polit?

NRelLaw First

Edu First

Edu Last

Comm Last

Comm First

Med First

SpecS

Masc

Law Last

Med Last

Page 62: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

0.50.0-0.5-2.5 -2.0 -1.5 -1.0

-0.5

0.0

0.5

Dimension 1: λ=0.096 / 60.7% inertia

Dim

en

sio

n 2

: λ

=0

.04

4 /

12

.6%

in

ert

iaPredictor modalities (subjects’ attributes)

Page 63: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

0.50.0-0.5-2.5 -2.0 -1.5 -1.0

-0.5

0.0

0.5

Dimension 1: λ=0.096 / 60.7% inertia

Dim

en

sio

n 2

: λ

=0

.04

4 /

12

.6%

in

ert

iaPredictor modalities (subjects’ attributes)

Last year Education Last year MedicineLast year Communication Last year Law

Page 64: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

0.50.0-0.5-2.5 -2.0 -1.5 -1.0

-0.5

0.0

0.5

Dimension 1: λ=0.096 / 60.7% inertia

Dim

en

sio

n 2

: λ

=0

.04

4 /

12

.6%

in

ert

iaPredictor modalities (subjects’ attributes)

First year Communication First year MedicineFirst year EducationFirst year Law

Last year Education Last year MedicineLast year Communication Last year Law

Page 65: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

0.50.0-0.5-2.5 -2.0 -1.5 -1.0

-0.5

0.0

0.5

Dimension 1: λ=0.096 / 60.7% inertia

Dim

en

sio

n 2

: λ

=0

.04

4 /

12

.6%

in

ert

iaPredictor modalities (subjects’ attributes)

First year Communication First year MedicineFirst year EducationFirst year Law

Last year Education Last year MedicineLast year Communication Last year Law

NInstr

Cons

Progr

NDear

NHosp NSSRel

ModDear

Fem

Instr

Hosp

Mist

AdolDECAdolDNECCDEC

CDNEC

Polit?

NRelLaw First

Edu First

Edu Last

Comm Last

Comm First

Med First

SpecS

Masc

Law Last

Med Last

Page 66: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

0.50.0-0.5-2.5 -2.0 -1.5 -1.0

-0.5

0.0

0.5

Dimension 1: λ=0.096 / 60.7% inertia

Dim

en

sio

n 2

: λ

=0

.04

4 /

12

.6%

in

ert

iaOutcome modalities (conceptions and beliefs)Predictor modalities (subjects’ attributes)

First year Communication First year MedicineFirst year EducationFirst year Law

Last year Education Last year MedicineLast year Communication Last year Law

Page 67: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

0.50.0-0.5-2.5 -2.0 -1.5 -1.0

-0.5

0.0

0.5

Dimension 1: λ=0.096 / 60.7% inertia

Dim

en

sio

n 2

: λ

=0

.04

4 /

12

.6%

in

ert

ia

IMorD

LStain

ICalAImb

ILoss

LBT

APrevis?ADest?

APrevis

ANDest

AMatD

LT

AMisf

APhysDLPhysD

APreven

APreven?

IDef

ABT

ANContr

ANPrevis

LMalf

ANegl

ANPreven

ADest

LDoe

AChance

IWound

IPhysD

IBT

Outcome modalities (conceptions and beliefs)Predictor modalities (subjects’ attributes)

First year Communication First year MedicineFirst year EducationFirst year Law

Last year Education Last year MedicineLast year Communication Last year Law

Page 68: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

0.50.0-0.5-2.5 -2.0 -1.5 -1.0

-0.5

0.0

0.5

Dimension 1: λ=0.096 / 60.7% inertia

Dim

en

sio

n 2

: λ

=0

.04

4 /

12

.6%

in

ert

ia

IMorD

LStain

ICalAImb

ILoss

LBT

APrevis?ADest?

APrevis

ANDest

AMatD

LT

AMisf

APhysDLPhysD

APreven

APreven?

IDef

ABT

ANContr

ANPrevis

LMalf

ANegl

ANPreven

ADest

LDoe

AChance

IWound

IPhysD

IBT

NInstr

Cons

Progr

NDear

NHosp NSSRel

ModDear

Fem

Instr

Hosp

Mist

AdolDECAdolDNECCDEC

CDNEC

Polit?

NRelLaw First

Edu First

Edu Last

Comm Last

Comm First

Med First

SpecS

Masc

Law Last

Med Last

Outcome modalities (conceptions and beliefs)Predictor modalities (subjects’ attributes)

First year Communication First year MedicineFirst year EducationFirst year Law

Last year Education Last year MedicineLast year Communication Last year Law

Page 69: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

0.50.0-0.5-2.5 -2.0 -1.5 -1.0

-0.5

0.0

0.5

Dimension 1: λ=0.096 / 60.7% inertia

Dim

en

sio

n 2

: λ

=0

.04

4 /

12

.6%

in

ert

ia

IMorD

LStain

ICalAImb

ILoss

LBT

APrevis?ADest?

APrevis

ANDest

AMatD

LT

AMisf

APhysDLPhysD

APreven

APreven?

IDef

ABT

ANContr

ANPrevis

LMalf

ANegl

ANPreven

ADest

LDoe

AChance

IWound

IPhysD

IBT

NInstr

Cons

Progr

NDear

NHosp NSSRel

ModDear

Fem

Instr

Hosp

Mist

AdolDECAdolDNECCDEC

CDNEC

Polit?

NRelLaw First

Edu First

Edu Last

Comm Last

Comm First

Med First

SpecS

Masc

Law Last

Med Last

Outcome modalities (conceptions and beliefs)Predictor modalities (subjects’ attributes)

First year Communication First year MedicineFirst year EducationFirst year Law

Last year Education Last year MedicineLast year Communication Last year Law

Page 70: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

0.50.0-0.5-2.5 -2.0 -1.5 -1.0

-0.5

0.0

0.5

Dimension 1: λ=0.096 / 60.7% inertia

Dim

en

sio

n 2

: λ

=0

.04

4 /

12

.6%

in

ert

ia

IMorD

LStain

ICalAImb

ILoss

LBT

APrevis?ADest?

APrevis

ANDest

AMatD

LT

AMisf

APhysDLPhysD

APreven

APreven?

IDef

ABT

ANContr

ANPrevis

LMalf

ANegl

ANPreven

ADest

LDoe

AChance

IWound

IPhysD

IBT

NInstr

Cons

Progr

NDear

NHosp NSSRel

ModDear

Fem

Instr

Hosp

Mist

AdolDECAdolDNECCDEC

CDNEC

Polit?

NRelLaw First

Edu First

Edu Last

Comm Last

Comm First

Med First

SpecS

Masc

Law Last

Med Last

Outcome modalities (conceptions and beliefs)Predictor modalities (subjects’ attributes)

First year Communication First year MedicineFirst year EducationFirst year Law

Last year Education Last year MedicineLast year Communication Last year Law

Page 71: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

0.50.0-0.5-2.5 -2.0 -1.5 -1.0

-0.5

0.0

0.5

Dimension 1: λ=0.096 / 60.7% inertia

Dim

en

sio

n 2

: λ

=0

.04

4 /

12

.6%

in

ert

ia

IMorD

LStain

ICalAImb

ILoss

LBT

APrevis?ADest?

APrevis

ANDest

AMatD

LT

AMisf

APhysDLPhysD

APreven

APreven?

IDef

ABT

ANContr

ANPrevis

LMalf

ANegl

ANPreven

ADest

LDoe

AChance

IWound

IPhysD

IBT

NInstr

Cons

Progr

NDear

NHosp NSSRel

ModDear

Fem

Instr

Hosp

Mist

AdolDECAdolDNECCDEC

CDNEC

Polit?

NRelLaw First

Edu First

Edu Last

Comm Last

Comm First

SpecS

Masc

Law Last

Med Last

Med First

Outcome modalities (conceptions and beliefs)Predictor modalities (subjects’ attributes)

First year Communication First year MedicineFirst year EducationFirst year Law

Last year Education Last year MedicineLast year Communication Last year Law

Page 72: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

0.50.0-0.5-2.5 -2.0 -1.5 -1.0

-0.5

0.0

0.5

Dimension 1: λ=0.096 / 60.7% inertia

Dim

en

sio

n 2

: λ

=0

.04

4 /

12

.6%

in

ert

ia

IMorD

LStain

ICalAImb

ILoss

LBT

APrevis?ADest?

APrevis

ANDest

AMatD

LT

AMisf

APhysDLPhysD

APreven

APreven?

IDef

ABT

ANContr

ANPrevis

LMalf

ANegl

ANPreven

ADest

LDoe

AChance

IWound

IPhysD

IBT

NInstr

Cons

Progr

NDear

NHosp NSSRel

ModDear

Fem

Instr

Hosp

Mist

AdolDECAdolDNECCDEC

CDNEC

Polit?

NRelLaw First

Edu First

Edu Last

Comm Last

Comm First

Med First

SpecS

Masc

Law Last

Med Last

Outcome modalities (conceptions and beliefs)Predictor modalities (subjects’ attributes)

First year Communication First year MedicineFirst year EducationFirst year Law

Last year Education Last year MedicineLast year Communication Last year Law

Page 73: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

0.50.0-0.5-2.5 -2.0 -1.5 -1.0

-0.5

0.0

0.5

Dimension 1: λ=0.096 / 60.7% inertia

Dim

en

sio

n 2

: λ

=0

.04

4 /

12

.6%

in

ert

ia

IMorD

LStain

ICalAImb

ILoss

LBT

APrevis?ADest?

APrevis

ANDest

AMatD

LT

AMisf

APhysDLPhysD

APreven

APreven?

IDef

ABT

ANContr

ANPrevis

LMalf

ANegl

ANPreven

ADest

LDoe

AChance

IWound

IPhysD

IBT

NInstr

Cons

Progr

NDear

NHosp NSSRel

ModDear

Fem

Instr

Hosp

Mist

AdolDECAdolDNECCDEC

CDNEC

Polit?

NRelLaw First

Edu First

Edu Last

Comm Last

Comm First

Med First

SpecS

Masc

Law Last

Med Last

Outcome modalities (conceptions and beliefs)Predictor modalities (subjects’ attributes)

First year Communication First year MedicineFirst year EducationFirst year Law

Last year Education Last year MedicineLast year Communication Last year Law

Page 74: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

0.50.0-0.5-2.5 -2.0 -1.5 -1.0

-0.5

0.0

0.5

Dimension 1: λ=0.096 / 60.7% inertia

Dim

en

sio

n 2

: λ

=0

.04

4 /

12

.6%

in

ert

ia

IMorD

LStain

ICalAImb

ILoss

LBT

APrevis?ADest?

APrevis

ANDest

AMatD

LT

AMisf

APhysDLPhysD

APreven

APreven?

IDef

ABT

ANContr

ANPrevis

LMalf

ANegl

ANPreven

ADest

LDoe

AChance

IWound

IPhysD

IBT

NInstr

Cons

Progr

NDear

NHosp NSSRel

ModDear

Fem

Instr

Hosp

Mist

AdolDECAdolDNECCDEC

CDNEC

Polit?

NRelLaw First

Edu First

Edu Last

Comm Last

Comm First

Med First

SpecS

Masc

Law Last

Med Last

Outcome modalities (conceptions and beliefs)Predictor modalities (subjects’ attributes)

First year Communication First year MedicineFirst year EducationFirst year Law

Last year Education Last year MedicineLast year Communication Last year Law

Page 75: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

0.50.0-0.5-2.5 -2.0 -1.5 -1.0

-0.5

0.0

0.5

Dimension 1: λ=0.096 / 60.7% inertia

Dim

en

sio

n 2

: λ

=0

.04

4 /

12

.6%

in

ert

ia

IMorD

LStain

ICalAImb

ILoss

LBT

APrevis?ADest?

APrevis

ANDest

AMatD

LT

AMisf

APhysDLPhysD

APreven

APreven?

IDef

ABT

ANContr

ANPrevis

LMalf

ANegl

ANPreven

ADest

LDoe

AChance

IWound

IPhysD

IBT

NInstr

Cons

Progr

NDear

NHosp NSSRel

ModDear

Fem

Instr

Hosp

Mist

AdolDECAdolDNECCDEC

CDNEC

Polit?

NRelLaw First

Edu First

Edu Last

Comm Last

Comm First

Med First

SpecS

Masc

Law Last

Med Last

Outcome modalities (conceptions and beliefs)Predictor modalities (subjects’ attributes)

First year Communication First year MedicineFirst year EducationFirst year Law

Last year Education Last year MedicineLast year Communication Last year Law

Page 76: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

0.50.0-0.5-2.5 -2.0 -1.5 -1.0

-0.5

0.0

0.5

Dimension 1: λ=0.096 / 60.7% inertia

Dim

en

sio

n 2

: λ

=0

.04

4 /

12

.6%

in

ert

ia

IMorD

LStain

ICalAImb

ILoss

LBT

APrevis?ADest?

APrevis

ANDest

AMatD

LT

AMisf

APhysDLPhysD

APreven

APreven?

IDef

ABT

ANContr

ANPrevis

LMalf

ANegl

ANPreven

ADest

LDoe

AChance

IWound

IPhysD

IBT

NInstr

Cons

Progr

NDear

NHosp NSSRel

ModDear

Fem

Instr

Hosp

Mist

AdolDECAdolDNECCDEC

CDNEC

Polit?

NRelLaw First

Edu First

Edu Last

Comm Last

Comm First

Med First

SpecS

Masc

Law Last

Med Last

injúria = term

injúria = word

Outcome modalities (conceptions and beliefs)Predictor modalities (subjects’ attributes)

First year Communication First year MedicineFirst year EducationFirst year Law

Last year Education Last year MedicineLast year Communication Last year Law

Page 77: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Conclusions:

Page 78: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Undergraduate academic formation of Portuguese speakers

enhances the notion of foreseeability of injury causing events;

1

Page 79: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Undergraduate academic formation of Portuguese speakers

enhances the notion of foreseeability of injury causing events;

it does not change predominant conception that injury causing

events are largely preventable, whether they be referred to as

acidentes, injúrias or lesões;

1

2

Page 80: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Undergraduate academic formation of Portuguese speakers

enhances the notion of foreseeability of injury causing events;

it does not change predominant conception that injury causing

events are largely preventable, whether they be referred to as

acidentes, injúrias or lesões;

1

2

medical language: specific semantic spaces for the terms

lesão (anatomopathological damage without external causation)

and injúria (physical damage, with or without lesion),

which approximates the latter to the English injury;

3

Page 81: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Undergraduate academic formation of Portuguese speakers

enhances the notion of foreseeability of injury causing events;

it does not change predominant conception that injury causing

events are largely preventable, whether they be referred to as

acidentes, injúrias or lesões;

1

2

medical language: specific semantic spaces for the terms

lesão (anatomopathological damage without external causation)

and injúria (physical damage, with or without lesion),

which approximates the latter to the English injury;

3

a conceptual framework of injury as a nosologic entity:

terminologization of the word injúria in the medical domain

+

lay signification of the word acidente (an anteceding, unintentional,

and preventable event, which potentially causes injury).

4

Page 82: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Undergraduate academic formation of Portuguese speakers

enhances the notion of foreseeability of injury causing events;

it does not change predominant conception that injury causing

events are largely preventable, whether they be referred to as

acidentes, injúrias or lesões;

1

2

medical language: specific semantic spaces for the terms

lesão (anatomopathological damage without external causation)

and injúria (physical damage, with or without lesion),

which approximates the latter to the English injury;

3

a conceptual framework of injury as a nosologic entity:

terminologization of the word injúria in the medical domain

+

lay signification of the word acidente (an anteceding, unintentional,

and preventable event, which potentially causes injury.

4

Page 83: Session: J10 - Editor's Choice Danilo Blank.pdf · Title:Academic formation and conceptions of accident and injury among non-English speaking students: A geometric data analysis hard

Danilo Blank

[email protected]

The original perceptual map of the study

can be viewed in every detail at

http://bit.ly/danilo_map


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