MétaCan
Menu
Back to cohort

How to Be Sure: Sensory Exploration and Empirical Certainty*

2012· article· en· W1779432070 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

VenuePhilosophy and Phenomenological Research · 2012
Typearticle
Languageen
FieldPsychology
TopicPhilosophy and Theoretical Science
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsCertaintyConfusionCitationArt historyPsychologyComputer scienceLibrary scienceEpistemologyPhilosophyPsychoanalysisArt

Abstract

fetched live from OpenAlex

The senses can completely dispel rational grounds for a certain kind of doubt, which I shall call empirical doubt, but they cannot dispel another kind, sceptical doubt.In this paper, I elaborate this claim and argue in its support.In the first part of the paper (sections I-III), I describe and discuss a kind of knowledge-gathering activity that I call sensory exploration, and motivate the notion that it eliminates grounds for empirical doubt.Sensory exploration is a distinctive source of knowledge, hitherto unrecognized by philosophers.It relies (of course) on the senses; I'll argue, further, that it does not rely on background non-sensory beliefs.It involves sensory experience (which has been discussed extensively in the philosophical literature), but, as I shall show, it cannot be reduced to sensory experience-both because it involves something more, and because its epistemic authority does not rest on that of experience alone.In the second part of the paper (sections IV-VII), I discuss the epistemic warrant that sensory exploration provides.The position I espouse in this part of the paper somewhat resembles that of G. E. Moore (1959), who thought that clear deliverances of the senses (e.g., "I am standing up, and not either sitting or lying down") are immune from all doubt.My position is not, however, quite as forward as

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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.813
Threshold uncertainty score0.540

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.536
GPT teacher head0.472
Teacher spread0.064 · 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