metadata
language: en
license: apache-2.0
tags:
- text-classification
- education
- taxonomy
- dave-psychomotor
- learning-objectives
- motor-skills
datasets:
- custom
metrics:
- accuracy
- f1
widget:
- text: >-
Students will observe and replicate the proper hand positioning during
violin lessons
example_title: Imitation Example
- text: >-
Learners will perform the CPR procedure following the training manual
guidelines
example_title: Manipulation Example
- text: >-
Nurses will accurately draw 5mL of medication into a syringe with 0.1mL
precision
example_title: Precision Example
- text: Physical therapists will coordinate breathing patterns with stride rhythm
example_title: Articulation Example
- text: Expert surgeons will intuitively navigate complex anatomical structures
example_title: Naturalization Example
pipeline_tag: text-classification
Dave's Psychomotor Taxonomy Classifier
Model Description
This model classifies educational learning objectives according to R.H. Dave's Psychomotor Domain Taxonomy (1970), which categorizes motor skills and physical abilities into five progressive levels.
Taxonomy Levels
- Level 0: Imitation - Observing and copying actions of others
- Level 1: Manipulation - Performing actions according to instructions
- Level 2: Precision - Skills executed with accuracy and control
- Level 3: Articulation - Coordinating multiple skills and adapting
- Level 4: Naturalization - Automated, unconscious mastery
Model Details
- Model Type: BERT-based sequence classification
- Base Model:
bert-base-uncased - Fine-tuned on: Custom dataset of psychomotor learning objectives
- Language: English
- License: Apache 2.0
Training Data
- Dataset Size: 298 learning objectives
- Balance: ~60 examples per level
- Domains: Medical/Healthcare, Sports, Performing Arts, Skilled Trades, Technology, Culinary Arts, Manufacturing, Emergency Services, Laboratory Sciences, Fine Arts