[ PICTOGRAM CASE HISTORY ]

Material Symbols Dataset Linked.

Outlined icon

Usable with support

Visible referent: dataset linked. Intended message: The icon must communicate Dataset Linked in a digital interface.. The report separates observed asset evidence, submitted context, and public evidence signals.

0.65

PCS

0.42

CLL

0.51

NTR

[ FEATURED PICTOGRAM ]

Pictogram contrast preview
Paper
Ink

pictoclarity / material-symbols-dataset-linked-outlined

Output - Material Symbols Dataset Linked Icon (Outlined)

Assessing the communicative effectiveness of the Dataset Linked icon

This reviewed catalog report estimates clarity for Dataset Linked in default interface contexts. Scores are screening estimates and do not replace user testing.

Mobile appWeb appDesktop app

0.65

PCS

PictoClarity Score

0.42

CLL

Convention Learning Load

0.51

NTR

Neurocognitive Transfer Risk

Read Evidence→

[ HOW THE CASE READS ]

From Input To Public Evidence.

The application stores structured evidence. The public page turns it into a readable pictogram case history.

01

Submitted Context

Framework output for the Material Symbols Dataset Linked icon in the outlined style.

02

Primary Finding

Primary referent: dataset linked.

03

Metric Reading

Implied function: The icon must communicate Dataset Linked in a digital interface..

04

Public Recommendation

Run representative user testing before publication.

[ EVIDENCE SCREENING ]

What The Estimate Surfaces.

Semantic Transparency Score

Input

Expected

→

Estimated

0.55

Confusion Risk Index

Input

Possible

→

Estimated

0.58

Readability Test Score

Input

Visual

→

Estimated

0.75

PictoClarity Score

Input

Estimated

→

Estimated

0.65

Usable with support 0.65

The pictogram works with labels or context. The estimate applies to this pictogram, this meaning, and this public context.

Last Reviewed

Jun 24, 2026

[ SCORE SCALE ]

The Public Verdict Has A Range.

The level explains the estimated context. It is not a certification.

0.80-1.00

Strong clarity

The pictogram communicates well in this context.

Use it, then keep testing with real users.

0.65-0.79

Usable with support

Current report

The pictogram works with labels or context.

Pair it with text and monitor interpretation.

0.50-0.64

Needs intervention

The pictogram carries meaningful clarity risk.

Improve the symbol before relying on it.

0.00-0.49

Not reliable

The pictogram does not communicate enough alone.

Replace it or add strong alternative support.

[ CONVERGENCE PROFILE ]

Where Meaning Converges.

The profile compares visual evidence, semantic extraction, cultural recognition, time, and cognitive context. It describes estimated convergence, not universal validity.

Convergent meaning profile

The radar shows where meaning converges. It does not certify universal validity.

Area

0.33

Balance

0.85

Perceptual

0.75

Semantic

0.55

Functional

0.61

Cultural

0.49

Temporal

0.57

Neurocognitive

0.56

Context Independence

0.59

Collective Resonance

0.49

Weakest Axis

Cultural Convergence

How strongly recognition holds across cultural evidence and assumptions.

Strongest Axis

Perceptual Convergence

How strongly visual form survives size, blur, contrast, and detail loss.

Convergent meaning profile
AxisScoreDescription
Perceptual Convergence0.75How strongly visual form survives size, blur, contrast, and detail loss.
Semantic Convergence0.55How strongly extracted meaning converges on one interpretation.
Functional Convergence0.61How strongly the symbol maps to the intended function.
Cultural Convergence0.49How strongly recognition holds across cultural evidence and assumptions.
Temporal Convergence0.57How strongly meaning persists over time without semantic decay.
Neurocognitive Convergence0.56How strongly the symbol follows AAC pictogram reading: transparent referent, concrete action, low convention load, and support.
Context Independence0.59How strongly meaning survives without external labels or placement cues.
Collective Resonance0.49How strongly public evidence supports shared recognition and persistence.

Evidence Notes.

8 Findings Published

Evidence

Primary referent: dataset linked.

Evidence

Implied function: The icon must communicate Dataset Linked in a digital interface..

Evidence

Metaphor type: functional.

Evidence

Functional meaning: The icon must communicate Dataset Linked in a digital interface..

Evidence

PCS total: 0.65.

Evidence

Weakest convergence axis: Cultural Convergence.

Evidence

Evidence warning: Annual Wikimedia Pageviews failed for "dataset linked icon comprehension": HTTP 404.

Evidence

Evidence warning: Annual Wikimedia Pageviews failed for "dataset linked": HTTP 404.

[ TRANSFER / METRIC CHART ]

Public evidence trend

The chart shows public evidence buckets by evidence year. Cohort breakpoints appear only when an aging referent is active.

Public evidence trend

Evidence year: 2026

Evaluation

Reference point.

X axis: Evidence year

Public evidence trend
Evidence yearSemantic TransparencyCultural Evidence
19960.700.68
19970.310.49
19980.730.70
19990.760.74
20000.340.53
20010.730.70
20020.360.53
20030.750.73
20040.700.68
20050.740.72
20060.700.68
20070.740.72
20080.410.59
20090.410.60
20100.700.69
20110.730.71
20120.720.70
20130.760.74
20140.700.68
20150.760.74
20160.780.76
20170.740.72
20180.780.76
20190.770.75
20200.760.74
20210.750.74
20220.750.74
20230.520.71
20240.530.72
20250.540.72
20260.520.70
Cohort transfer is inactive for this published report. The chart above uses evidence-year or metric data instead.

asset source

Material Symbols dataset_linked SVG

Material Symbols by Google

Unofficial clarity analysis. PictoClarity is not affiliated with, endorsed by, or sponsored by Google. Material Symbols are provided by Google under their published license.

Open source

public evidence

<scp>UCSF ChimeraX</scp>: Structure visualization for researchers, educators, and developers

OpenAlex / 2020-2020

Evidence query: dataset linked icon comprehension.

Open source

public evidence

ICON: Interactive Conversational Memory Network for Multimodal Emotion Detection

OpenAlex / 2018-2018

Evidence query: dataset linked icon comprehension.

Open source

public evidence

Iconicity in the speech of children and adults

OpenAlex / 2017-2017

Evidence query: dataset linked icon comprehension.

Open source

public evidence

Structural Determinants for Selective Recognition of a Lys48-Linked Polyubiquitin Chain by a UBA Domain

OpenAlex / 2005-2005

Evidence query: chain link recognition.

Open source

public evidence

The role of pattern-recognition receptors in innate immunity: update on Toll-like receptors

OpenAlex / 2010-2010

Evidence query: chain link recognition.

Open source

public evidence

Structural basis for specific recognition of Lys 63‐linked polyubiquitin chains by tandem UIMs of RAP80

OpenAlex / 2009-2009

Evidence query: chain link recognition.

Open source

historical evidence

Google Books Ngram annual buckets: dataset linked

Google Books Ngram / 1996-2026

Annual extraction returned 8652654 records across 22 active years.

Open source

historical evidence

OpenAlex annual buckets: dataset linked icon comprehension

OpenAlex / 1996-2026

Annual extraction returned 5859 records across 31 active years.

Open source

historical evidence

OpenAlex annual buckets: dataset linked

OpenAlex / 1996-2026

Annual extraction returned 2294504 records across 31 active years.

Open source

[ TECHNICAL SCORECARD ]

The Metrics Behind The Case.

PCS

0.65

PictoClarity Score

STS

0.55

Semantic Transparency Score

CRI

0.58

Confusion Risk Index

VRS

0.73

Visual Readability Score

PCH

1.00

Perceptual Cohesion

RTS

0.75

Readability Test Score

SRS

0.70

Scale Robustness Score

BRS

0.84

Blur Robustness Score

TCS

0.78

Target Contrast Stability

SDS

0.74

Stroke Durability Score

SFS

0.66

Silhouette Fidelity Score

NDS

1.00

Negative Detail Score

BBS

0.03

Bounding Box Balance

CPS

1.00

Compression Preservation

PDS

1.00

Pixel Density Suitability

ORS

0.66

Orientation Robustness

CAS

0.60

Color Accessibility Score

RRS

0.54

Referent Recognition Score

FAS

0.64

Functional Association Score

SOS

0.25

Semantic Obsolescence Score

CSS

0.48

Cultural Saturation Score

ERS

0.45

Evidence Reliability Score

MTS

0.43

Metaphor Transfer Score

TDS

0.39

Temporal Decay Score

GDS

0.22

Generational Divide Score

CLL

0.42

Convention Learning Load

NTR

0.51

Neurocognitive Transfer Risk

SPS

0.45

Symbol Persistence Score

OBS

0.19

Obsolescence Signal

CTS

0.00

Cohort Transfer Slope

[ RECOMMENDED NEXT ACTIONS ]

What Improves This Pictogram.

Action

Run representative user testing before publication.

Action

Keep the text label visible until semantic transparency is proven.

Action

Keep visible label support when scores sit below strong clarity.

Action

Validate interpretation with representative users before high-risk release.

[ Private testing / Admin invite ]

Request an invite for pictogram clarity screening.

Access stays invite-only during private testing.

Requests feed the admin invite queue.

Useful context helps select early pilots.