bidux0.3.3 package

bidux: Behavioral Insight Design: A Toolkit for Integrating Behavioral...

Build suggestions for a specific concept

Build suggestion groups organized by concept

Create notice stage for confusion patterns

Create notice stage for delayed interactions

Create notice stage for error patterns

Create notice stage for navigation issues

Create notice stage for unused input

Remove duplicate warning-suggestion pairs

Auto-detect telemetry format from file extension

Calculate severity metrics for an issue

Classify issue type from issue key

Create tidy issues tibble from notice issues list

Extract global telemetry flags from issues and events

Suggest theory from text with confidence scoring and messaging

Extract specific stage from bid_result

Extract theory concepts from Stage 1 (Notice)

Find confusion patterns (rapid repeated changes)

Find sessions with delayed first interaction

Find error patterns in telemetry

Find navigation drop-offs or underused pages

Find unused or under-used inputs

Convert nested suggestion groups to flat tibble

Format field label based on output format

Get accessibility recommendations for a given context

Generate Cognitive Load Theory suggestions

Get bias mitigation strategies for concepts

Internal function to get concepts data from external files

Get consolidated suggestion rules for all BID stages

Get default concepts data with lazy loading

Get default layout mappings (fallback)

Get default theory mappings (fallback)

Generate Dual-Processing Theory suggestions

Fallback concepts data for emergency use

Generate fallback suggestions for stages without specific rules

Generate generic suggestions for unrecognized concepts

Generate Information Scent suggestions

Get concepts recommended for a layout

Get metadata from bid_stage object

Generate User Onboarding suggestions

Generate Progressive Disclosure suggestions

Generate Principle of Proximity suggestions

Get stage name from bid_stage object

Generate Visual Hierarchy suggestions

Infer concepts from Stage 2 (Interpret) story elements

Check if object is a bid_stage

Check if workflow is complete (has all 5 stages)

Generate layout selection rationale

Load accessibility guidelines

Load concept-bias mappings

Load concepts data from external file with caching

Load layout-concept mappings

Load theory mappings from external file or use defaults

Create bias mitigations tibble

Create a BID result collection object (internal constructor)

Create a BID stage result object (internal constructor)

Create Notice stage from single telemetry issue (sugar)

Safe access to data_story elements from previous stage

Assign difficulty rating based on components and suggestion complexity

Constructor for BID stage objects

Document Dashboard Structure Stage in BID Framework

Apply context-based scoring adjustments

Apply suggestion rules to context data

Convert bid_issues object to tibble

Convert bid_stage to tibble

Assign category based on suggestion content and concept

Document User Behavior Anticipation Stage in BID Framework

Get detailed information about a specific concept

Search BID Framework Concepts

Extract telemetry flags from bid_issues object

Get current quiet mode setting

Ingest telemetry data and identify UX friction points

Document User Interpretation Stage in BID Framework

Create Notice stage from individual telemetry issue

Safely convert text to lowercase with null handling

Document User Notice Stage in BID Framework

Create multiple Notice stages from telemetry issues

Create pipeline of Notice stages from top telemetry issues (sugar)

Quick UX Suggestions for R Dashboard Developers

Generate BID Framework Report

Constructor for BID result collection objects

Set global quiet mode for bidux functions

Suggest UI Components Based on BID Framework Analysis

Get predefined telemetry sensitivity presets

Concise telemetry analysis with tidy output

Document User Validation Stage in BID Framework

Temporarily suppress bidux messages

Create a data story object

Create user personas tibble

Normalize telemetry column names

Print method for bias mitigations objects

Print method for data story objects

Print method for bid_issues objects

Print method for BID result objects

Print method for BID stage objects

Print method for user personas objects

Rank and sort suggestions within each group

Read telemetry data from file or connection

Read telemetry from JSON log file

Read telemetry from SQLite database

Generate ranked, concept-grouped, actionable UI/UX suggestions

Suggest layout based on previous stage content using heuristics

Suggest theory based on problem and evidence using mappings

Summary method for BID result objects

Summary method for BID stage objects

Validate BID result object

Validate BID stage object

Validate loaded concepts data structure

Common validation utility for bidux functions (DRY principle)