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Application and Ethical Review of Artificial Intelligence Technology in News Writing and Editing and Distribution

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19 mars 2025
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Figure 1.

Time difference kernel density distribution map
Time difference kernel density distribution map

Figure 2.

Cosine distance kernel density distribution
Cosine distance kernel density distribution

Classification of subject categories at the environmental cognition level

Level 1 Theme Level 2 Theme Level 3 Theme
Environmental cognition Group impression X1 Circle information
X2 Portrait deviation
X3 Group belonging
X4 Group difference
Stereotype X5 Stereotype threat
X6 Viewpoint polarization
X7 Acoustovisual stimulus
X8 Impression traction
X9 Emotional infection
Social relation X10 Anxiety
X11 Situational attribution
X12 Self-worth identification

Coefficient of 1st regression of values at the environmental cognitive level

Model Nonnormalized coefficient Standard coefficient t Sig.
B Error
Constant 27.583 1.276 20.583 .000
X1 .556 .261 .264 4.578 .001
X3 .216 .090 .036 1.536 .177
X5 -.367 .088 -.081 -3.264 .019
X9 .106 .086 .046 2.076 .045
X11 -.238 .084 -.053 -1.983 .037
X12 .569 .091 .211 5.681 .000

Variance analysis of different educations on algorithmic news cognition

Group Sample Knowledge of algorithms Algorithm privacy Headline party Information cocoon News value Plagiarism and infringement Reinforce inequality
M σ M σ M σ M σ M σ M σ M σ
Primary school education or below 3 2.13 0.97 2.20 1.74 2.06 1.55 2.21 0.88 2.86 1.84 2.84 1.51 2.54 1.00
Junior high school 32 2.97 1.05 3.74 0.76 2.98 1.20 3.17 0.67 3.31 0.64 3.53 1.02 3.15 0.81
Senior high school 69 3.35 0.94 3.62 0.71 3.41 0.87 3.24 0.54 3.51 0.77 3.59 0.80 3.22 0.73
Junior college 213 3.54 0.87 3.70 0.65 3.55 0.76 3.27 0.46 3.47 0.85 3.66 0.73 3.38 0.77
College 362 3.88 0.74 3.88 0.69 3.61 0.70 3.25 0.47 3.58 0.72 3.70 0.78 3.52 0.75
Master 137 4.04 0.67 3.91 0.63 3.75 0.73 3.31 0.53 3.67 0.84 3.68 0.62 3.47 0.81
Learned scholar 20 4.15 0.61 3.96 0.58 3.96 0.65 3.26 0.38 3.76 0.89 4.04 0.70 3.38 0.74
ANOVA F 10.34 4.02 4.94 5.31 5.02 6.21 1.53
Sig. 0.001 0.001 0.000 0.000 0.001 0.000 0.751

Basic information of interviewees

Age structure
Under 18 3.17%
18-30 67.28%
31-50 22.58%
Over 50 6.97%
Nature of household registration
Urban area 69.75%
Rural area 30.25%
Educational background
Bachelor degree less 59.41%
Bachelor degree or above 40.59%
Total time of use
More than 3 years 33.57%
1 to 2 years 44.02%
Less than half a year 22.41%

Correlation analysis between environmental cognition and value measurement

X1 X2 X3 X4 X5 X6 X7 X8 X9 X10 X11 X12
Value P .188** .036 .065 -.047 -.092 .061 -.007 .006 .076 -.035 -.078 .165
Sig. .001 .685 .021 .088 .002 .069 .684 .852 .041 .473 .008 .000
N 1260

Coefficient of 2nd regression of values at the environmental cognitive level

Model Nonnormalized coefficient Standard coefficient t Sig.
B Error
Constant 29.619 1.138 21.570 .000
X1 .531 .135 .152 4.135 .000
X5 -.291 .095 -.063 -2.742 .011
X9 .172 .093 .055 2.311 .040
X11 -.185 .095 -.057 -2.307 .029
X12 .535 .098 .163 5.455 .000