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Rationality and the Adolescent Mind

2006· editorial· en· W2136793642 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueGothic.net · 2006
Typeeditorial
Languageen
FieldDecision Sciences
TopicDecision-Making and Behavioral Economics
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsRationalityPsychologyCognitive scienceCognitive psychologyPsychotherapistSocial psychologyEpistemologyPhilosophy

Abstract

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In this monograph, instead of reviewing or meta-analyzing the literature in the field of adolescent risk, Reyna and Farley provide what the field needs much more—a metatheoretical reorientation. Two of their major metatheoretical choices are, I think, exactly right: the emphasis on a broad theory of rationality and the emphasis on dual-process models of cognition. Reyna and Farley rightly see that assumptions about rationality partly determine the scientific theories that dominate the field at any given point in time. The field of adolescent risk has largely derived its background assumptions from so-called ‘‘thin’’ theories of rationality (Elster, 1983). These theories emphasize the coherence of actions, given beliefs and desires, and they are called thin because they do not attempt to evaluate or critique the nature of those beliefs and desires. The strengths of this conception of rationality are well known. For example, restricting oneself to a thin theory, many powerful formalisms (such as the axioms of decision theory) are available to serve as standards of optimal behavior. However, the weaknesses of the thin theory are equally well known (e.g., Kahneman, 1994; Nozick, 1993; Simon, 1983). A startlingly broad range of human behavior and cognition escapes the evaluative net of the thin theory, thus removing the motivation to undertake cognitive reform. For example, in not evaluating desires, a thin theory of rationality might well determine that Hitler was a rational person as long as he acted in accordance with the basic axioms of decision theory as he went about fulfilling his grotesque desires. Likewise, if we submit beliefs to no evaluative criteria, the psychiatric ward patient who acted consistently upon his belief that he was Jesus Christ might well be judged a rational person. In contrast, a broad view of rationality is one in which the content of beliefs and desires are subject to evaluation. In precise contradiction to Hume’s famous dictum (‘‘reason is, and ought only to be the slave of the passions’’), broad theories necessitate the reasoned evaluation of the content of desires and goals. Such theories avoid the so-called ‘‘rational Hitler problem’’ but at the cost of introducing a host of philosophical complexities (Millgram, 2001). Reyna and Farley clearly recognize the difficulties that go with the broader view, but they wisely opt for it nonetheless. I agree with their choice, because I think that their monograph amply demonstrates how the study of adolescent decision making will be liberated by removing the presumption of thintheory rationality. For example, such a presumption has fueled the interest in adolescent invulnerability theories and the idea that adolescents underestimate risks. The presumption serves to avoid the attribution of irrationality to adolescents who engage in high-risk behavior. If these adolescents have strong feelings of invulnerability, or if they drastically underestimate the probabilities of negative outcomes, then a thin-theory consequentialist calculation might well make engaging in high-risk behaviors rational for them. The problem with this conception is, as Reyna and Farley outline in their review, that adolescents do not tend to underestimate the probability of major risks, nor are they uniquely characterized by feelings of invulnerability. If the field can assimilate this conclusion, it will be freer to explore a wider range of conceptual possibilities—including the possibility that such adolescents are characterized by truly irrational cognition. Moving beyond a presumption of thin-theory rationality will also be more likely to spawn broad-theory critiques of the contents of the goal structures of adolescents. Such a critique is discouraged by adherence to a presumption of thin-theory rationality. This is because thin theories are radically subjectivist (indeed radically relativistic) in accepting whatever goals are already instantiated in the adolescent’s psychology. In contrast, a broad theory would bring in nonsubjectivist criteria of the type that are being discussed in the philosophical literature on human well-being (Flanagan, 2002; Sen, 1999). Also relevant will be philosophical and economic analyses that stress the importance of the future self (Ainslie, 2001; Parfit, 1984). Such a project of cognitive reform finds additional motivation from an observation that is consistent with all of the classes of dual-process theories that Reyna and Farley discuss: Many adolescents making these poor choices are alienated from the choices they make. As Reyna and Farley put it, ‘‘people who take unhealthy risks often agree that their behavior is irrational, on sober reflection, but they gave in to temptation or were not thinking at the time of the decision and are worse off for having done so’’ (p. 35). Instead of the economics-like assumption of PSYCHOLOGICAL SCIENCE IN THE PUBLIC INTEREST

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.008
metaresearch head score (Gemma)0.008
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Editorial · Consensus signal: Editorial
Teacher disagreement score0.068
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0080.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0010.000
Open science0.0010.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.001

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.074
GPT teacher head0.391
Teacher spread0.318 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it