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Communicating Science in a Polluted Science Communication Environment
Communicating Science in a Polluted Science Communication Environment Dan M. Kahan Yale University & many x 103 others
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“Skin cream experiment”
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“Skin cream experiment”
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Two conditions
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Correct interpretation of data
rash decreases rash increases incorrect Numeracy score Lowess regression line.
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Covariance & Numeracy Derived via logistic regression. Bars denote 0.95 CIs.
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“Gun ban experiment”
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“Gun control experiment”
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Four conditions
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Correct interpretation of data
skin treatment Numeracy score Gun ban Lowess regression line.
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Correct interpretation of data
skin treatment Numeracy score Gun ban Numeracy score Lowess regression line.
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Correct interpretation of data
Liberal Democrats (< 0 on Conservrepub) Conserv Republicans (> 0 on Conservrepub) skin treatment Numeracy score Gun ban
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Correct interpretation of data
Liberal Democrats (< 0 on Conservrepub) Conserv Republicans (> 0 on Conservrepub) skin treatment Numeracy score Numeracy Score Gun ban
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Monte carlo simulations
Liberal Democrat (-1 SD on Conservrepub) high numeracy = 7 correct low numeracy = 3 correct Conserv Republican (+1 SD on Conservrepub) Low numeracy High numeracy rash increases skin treatment rash increases 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% 0% 10% 20% 30% 40% 50% 60% 70% crime increases 80% 90% 100% crime decreases Gun ban crime increases crime decreases 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% probabilility of correct interpretation of data probabilility of correct interpretation of data
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Monte carlo simulations
Liberal Democrat (-1 SD on Conservrepub) high numeracy = 7 correct low numeracy = 3 correct Conserv Republican (+1 SD on Conservrepub) Low numeracy High numeracy rash increases 35%, ± 10 skin treatment rash increases 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% 0% 10% 20% 30% 40% 50% 60% 70% crime increases 80% 90% 100% crime decreases Gun ban crime increases crime decreases 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% probabilility of correct interpretation of data probabilility of correct interpretation of data
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Monte carlo simulations
Liberal Democrat (-1 SD on Conservrepub) high numeracy = 7 correct low numeracy = 3 correct Conserv Republican (+1 SD on Conservrepub) Low numeracy High numeracy rash increases rash increases rash decreases skin treatment rash increases 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% 0% 10% 20% 30% 40% 50% 60% 70% crime increases 80% 90% 100% crime decreases crime increases crime increases crime decreases crime decreases Gun ban crime increases crime decreases 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% probabilility of correct interpretation of data probabilility of correct interpretation of data
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Monte carlo simulations
Liberal Democrat (-1 SD on Conservrepub) high numeracy = 7 correct low numeracy = 3 correct Conserv Republican (+1 SD on Conservrepub) Low numeracy High numeracy 5%, ± 6 rash increases rash increases rash decreases rash decreases rash decreases rash decrease rash decreases rash increases rash increases skin treatment 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% 0% 10% 20% 30% 40% 50% 60% 70% crime increases 80% 90% 100% crime decreases crime increases crime increases crime decreases crime decreases Gun ban crime increases crime decreases 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% probabilility of correct interpretation of data probabilility of correct interpretation of data
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Monte carlo simulations
Liberal Democrat (-1 SD on Conservrepub) high numeracy = 7 correct low numeracy = 3 correct Conserv Republican (+1 SD on Conservrepub) Low numeracy High numeracy rash increases rash increases rash decreases rash decreases rash decreases rash decreases rash decreases rash increases rash increases skin treatment 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% 0% 10% 20% 30% 40% 50% 60% 70% crime increases 80% 90% 100% crime decreases crime increases crime increases crime decreases crime decreases Gun ban crime increases crime decreases 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% probabilility of correct interpretation of data probabilility of correct interpretation of data
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Monte carlo simulations
Liberal Democrat (-1 SD on Conservrepub) high numeracy = 7 correct low numeracy = 3 correct Conserv Republican (+1 SD on Conservrepub) Low numeracy High numeracy rash increases rash increases rash decreases rash decreases rash decreases rash decreases rash decreases rash increases rash increases skin treatment 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% 0% 10% 20% 30% 40% 50% 60% 70% crime increases 80% 90% 100% crime decreases crime increases crime increases crime decreases crime decreases Gun ban crime increases crime decreases 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% probabilility of correct interpretation of data probabilility of correct interpretation of data
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Monte carlo simulations
Liberal Democrat (-1 SD on Conservrepub) high numeracy = 7 correct low numeracy = 3 correct Conserv Republican (+1 SD on Conservrepub) Low numeracy High numeracy rash increases rash increases rash decreases rash decreases rash decreases rash decreases rash decreases rash increases rash increases skin treatment 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% 0% 10% 20% 30% 40% 50% 60% 70% crime increases 80% 90% 100% crime decreases crime increases crime increases crime increases crime increases crime increases crime decreases crime decreases Gun ban crime increases crime increases crime decreases 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% probabilility of correct interpretation of data probabilility of correct interpretation of data
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Monte carlo simulations
Liberal Democrat (-1 SD on Conservrepub) high numeracy = 7 correct low numeracy = 3 correct Conserv Republican (+1 SD on Conservrepub) Low numeracy High numeracy rash increases rash increases rash decreases rash decreases rash decreases rash decreases rash decreases rash increases rash increases skin treatment 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% 0% 10% 20% 30% 40% 50% 60% 70% crime increases 80% 90% 100% crime decreases crime decreases crime increases crime increases crime decreases crime decreases crime decreases crime decreases crime decreases Gun ban crime increases crime decreases 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% probabilility of correct interpretation of data probabilility of correct interpretation of data
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Monte carlo simulations
Liberal Democrat (-1 SD on Conservrepub) high numeracy = 7 correct low numeracy = 3 correct Conserv Republican (+1 SD on Conservrepub) Low numeracy High numeracy rash increases rash increases rash decreases rash decreases rash decreases rash decreases rash decreases rash increases rash increases skin treatment 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% 0% 10% 20% 30% 40% 50% 60% 70% crime increases 80% 90% 100% crime decreases crime decreases crime increases crime increases crime increases crime increases crime increases crime decreases crime decreases crime decreases crime decreases crime decreases Gun ban crime increases crime increases crime decreases 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% probabilility of correct interpretation of data probabilility of correct interpretation of data
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Monte carlo simulations
Liberal Democrat (-1 SD on Conservrepub) high numeracy = 7 correct low numeracy = 3 correct Conserv Republican (+1 SD on Conservrepub) Low numeracy High numeracy Avg. “polarization” on crime data for low numeracy partisans 25% (± 9%) Avg. “polarization” on crime data for high numeracy partisans 46% (± 17%) crime decreases crime decreases crime increases crime increases crime increases crime increases crime increases crime decreases crime decreases crime decreases crime decreases crime decreases Gun ban crime increases crime increases crime decreases 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% probabilility of correct interpretation of data probabilility of correct interpretation of data
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Bounded Rationality Thesis (BRT)
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Conservative Republican
“How much risk do you believe global warming pose to human health, safety, or prosperity?” BRT prediction Reality Conservative Republican Adapted from Kahan, D.M. Climate-Science Communication and the Measurement Problem. Advances in Political Psychology 36, 1-43 (2015).
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Conservative Republican
“How much risk do you believe global warming pose to human health, safety, or prosperity?” BRT prediction Reality Conservative Republican Adapted from Kahan, D.M. Climate-Science Communication and the Measurement Problem. Advances in Political Psychology 36, 1-43 (2015).
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Conservative Republican
“How much risk do you believe global warming pose to human health, safety, or prosperity?” BRT prediction Reality Conservative Republican shaded area denotes 0.95 CI Adapted from Kahan, D.M. Climate-Science Communication and the Measurement Problem. Advances in Political Psychology 36, 1-43 (2015).
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Conservative Republican
“How much risk do you believe global warming pose to human health, safety, or prosperity?” BRT prediction Reality Conservative Republican shaded area denotes 0.95 CI Adapted from Kahan, D.M. Climate-Science Communication and the Measurement Problem. Advances in Political Psychology 36, 1-43 (2015).
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Conservative Republican
BRT prediction Reality Conservative Republican shaded area denotes 0.95 CI Adapted from Kahan, D.M. Climate-Science Communication and the Measurement Problem. Advances in Political Psychology 36, 1-43 (2015).
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Conservative Republican Conservative Republican
BRT prediction Reality Liberal Democrat Conservative Republican Conservative Republican Actively Open-minded Thinking (z-score) shaded area denotes 0.95 CI Adapted from Kahan, D. M., Corbin, Res. & Politics (2016), doi: /
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Conservative Republican
BRT prediction Reality Liberal Democrat Conservative Republican conservative Republican shaded area denotes 0.95 CI Adapted from Kahan, D. M., Advances in Pol. Psych, 36, 1-43 (2015), doi: /pops
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Conservative Republican
BRT prediction Reality Conservative Republican shaded area denotes 0.95 CI Adapted from Kahan, D. M., Advances in Pol. Psych, 36, 1-43 (2015), doi: /pops
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Conservative Republican
BRT prediction Reality Conservative Republican shaded area denotes 0.95 CI Adapted from Kahan, D. M., Advances in Pol. Psych, 36, 1-43 (2015), doi: /pops
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Monte carlo simulations
Liberal Democrat (-1 SD on Conservrepub) high numeracy = 7 correct low numeracy = 3 correct Conserv Republican (+1 SD on Conservrepub) Low numeracy High numeracy Avg. “polarization” on crime data for low numeracy partisans 25% (± 9%) Avg. “polarization” on crime data for high numeracy partisans 46% (± 17%) crime decreases crime decreases crime increases crime increases crime increases crime increases crime increases crime decreases crime decreases crime decreases crime decreases crime decreases Gun ban crime increases crime increases crime decreases 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% probabilility of correct interpretation of data probabilility of correct interpretation of data
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Bounded rationality thesis
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not too little rationality . . .
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not too little rationality . . . but too much
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tragedy of the science communications commons
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not too little rationality . . .
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not too little rationality . . . but too much
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tragedy of the science communications commons
is not normal
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tragedy of the science communications commons
is pathological
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tragedy of the science communications commons
is pathological
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= polluted science communication environment
tragedy of the science communications commons = polluted science communication environment
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Two strategies for communicating in a polluted science communication environment:
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Two strategies for communicating in a polluted science communication environment:
1. Detoxification
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Two strategies for communicating in a polluted science communication environment:
1. Detoxification 2. Adaptation
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Two studies . . .
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Two studies . . .
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Two studies . . .
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Two Channel Communication Strategy
channel 1: content Risk Perception Information channel 2: meaning
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Cultural Cognition Worldviews
Hierarchy Individualism Communitarianism Egalitarianism
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Cultural Cognition Worldviews
Risk Perception Key Low Risk High Risk Hierarchy Environment: climate, nuclear Gays military/gay parenting hierarchical individualists hierarchical communitarians Marijuana legalization Guns/Gun Control cats/annoying varmints HPV Vaccination Individualism Communitarianism Gays military/gay parenting Environment: climate, nuclear Marijuana legalization Guns/Gun Control egalitarian individualists egalitarian communitarians HPV Vaccination cats/annoying varmints Egalitarianism
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study_dismiss scale (α = 0.85)
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Cultural Cognition Worldviews
Risk Perception Key Low Risk High Risk Hierarchy dismiss study Individualism Communitarianism credit study Egalitarianism
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Control Condition
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Anti-pollution Condition
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Geoengineering Condition
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Two Channel Communication Strategy
channel 1: content Risk Perception Information channel 2: meaning
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Anti-pollution Condition
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Study dismissiveness Study dismissiveness Study dismiss Study dismiss
Hierarch Individ Study dismiss Hierarch Individ Egal Commun Egal Commun Credit Credit anti-pollution anti-pollution
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Study dismissiveness Study dismissiveness Study dismiss Study dismiss
Hierarch Individ Study dismiss Hierarch Individ Egal Commun Egal Commun Credit Credit anti-pollution anti-pollution
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Geoengineering Condition
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Study dismissiveness Study dismissiveness Study dismiss Study dismiss
Hierarch Individ Study dismiss Hierarch Individ Egal Commun Egal Commun Credit Credit anti-pollution anti-pollution
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Study dismissiveness Study dismissiveness Study dismiss Study dismiss
Hierarch Individ Study dismiss Hierarch Individ Egal Commun Egal Commun Credit Credit anti-pollution anti-pollution
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Polarization more polarization Study dismiss (z-score) less
anti-pollution
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Two Channel Communication Strategy
channel 1: content Risk Perception Information channel 2: meaning
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Two studies . . .
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Two studies . . .
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State of the art “Science Curiosity”/“curiosity”
Test of Science Related Attitudes (TOSRA) I am curious about the world in which we live I find it boring to hear about new ideas I would enjoy visiting a science museum at the weekend I would like to be given a science book as a present I get bored when watching science programs on TV
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Sample self-report item
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Performance measure
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“Science Curiosity Scale” (SCS_1.0 )
(item response theory 2PL) Science Curiosity Scale (SCSI) Science Curiosity Scale (SCS)
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YIF Clip: Origins of color vision
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Robustness of SCS Darwin’s Dangerous Idea
Mass Extinction: Life at the Brink
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SCS, percentile SCS, percentile
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Robustness of SCS Darwin’s Dangerous Idea
Mass Extinction: Life at the Brink Daily Hollywood Rundown
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SCS, percentile SCS, percentile
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SCS, percentile SCS, percentile
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Q. Are “curious” partisans more likely to examine surprising contrary evidence?
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Q. Are “curious” partisans more likely to examine surprising contrary evidence?
1. believer unsurprising vs. skeptical surprising 2. believer surprising vs. skeptical unsurprising
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Q. Are “curious” partisans more likely to examine surprising contrary evidence?
1. believer unsurprising vs. skeptical surprising 2. believer surprising vs. skeptical unsurprising
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Probability of selecting surprising skeptical vs
Probability of selecting surprising skeptical vs. unsurprising believer story .25 .5 .75 1
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below avg. science curiosity
Probability of selecting surprising skeptical vs. unsurprising believer story 24% (± 18%) Liberal Dem. below avg. science curiosity
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above avg. science curiosity below avg. science curiosity
Probability of selecting surprising skeptical vs. unsurprising believer story 24% (± 18%) 68% (±20%) Liberal Dem. above avg. science curiosity Liberal Dem. below avg. science curiosity
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below avg. science curiosity above avg. science curiosity
Probability of selecting surprising believer vs. unsurprising skeptical story .25 .5 .75 1 42% (± 13) 62% (± 12%) Conser. Repub. below avg. science curiosity Conser. Repub. above avg. science curiosity
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How can the two-channel model and science curiosity be used to fight a polluted science communication environment?
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Science curiosity as adaptation strategy. . .
shifting the curve Science Curiosity Scale
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How can the two-channel model and science curiosity be used to fight a polluted science communication environment? You tell me!
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