View source: R/governance-reports.R
| create_gazepoint_model_card | R Documentation |
Create a governance-focused model card
create_gazepoint_model_card(
model,
intended_use,
evaluation = NULL,
calibration = NULL,
feature_manifest = NULL,
external_validation = NULL,
limitations = character(),
ethical_review = NULL
)
model |
A fitted |
intended_use |
Explicit description of the intended research use. |
evaluation |
Optional performance-evaluation object. |
calibration |
Optional calibration-assessment object. |
feature_manifest |
Optional feature-provenance manifest. |
external_validation |
Optional external-validation result. |
limitations |
Character vector describing model limitations. |
ethical_review |
Optional ethical-review information. |
A gp3ml_model_card object containing task, model, governance, evaluation, calibration, provenance, external-validation, and limitation metadata.
training_data <- data.frame(
participant_id = rep(sprintf("P%02d", 1:12), each = 2),
trial_id = sprintf("T%02d", 1:24),
stimulus_id = rep(c("S01", "S02"), 12),
fixation_duration = 180 + seq_len(24),
pupil_change = sin(seq_len(24) / 3),
stringsAsFactors = FALSE
)
training_data$quality_status <- factor(
c(
"pass", "review", "pass", "review", "review", "pass",
"review", "pass", "pass", "review", "review", "pass",
"review", "pass", "review", "pass", "pass", "review",
"pass", "review", "review", "pass", "pass", "review"
),
levels = c("pass", "review")
)
task <- declare_gazepoint_task(
data = training_data,
outcome = "quality_status",
purpose = "Predict predefined recording-quality review status",
task_type = "classification",
unit_id = "trial_id",
participant_id = "participant_id",
stimulus_id = "stimulus_id",
generalization_target = "new_participants",
positive = "review"
)
model <- train_gazepoint_classifier(
data = training_data,
task = task,
predictors = c("fixation_duration", "pupil_change"),
engine = "glm",
seed = 101L
)
card <- create_gazepoint_model_card(
model = model,
intended_use = paste(
"Support manual review of predefined",
"recording-quality status"
),
limitations = "Synthetic example for documentation."
)
card
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