apply_gazepoint_calibrator
                        Apply a fitted probability calibrator
apply_gazepoint_decision_rule
                        Apply a governed classification decision rule
as_gp3ml_data           Extract model-ready data from a gp3ml handoff
                        object
assert_gp3ml_engine_available
                        Assert that a gp3ml engine is available
assert_gp3ml_use_case   Assert that a task is within the permitted
                        gp3ml scope
assess_gazepoint_calibration
                        Calibration assessment with bootstrap
                        uncertainty
assess_gazepoint_conformal_coverage
                        Assess conformal coverage
audit_gazepoint_abstention
                        Audit abstention decisions
audit_gazepoint_dataset_shift
                        Audit predictor distribution shift
audit_gazepoint_group_folds
                        Aggregate leakage audits across group-aware
                        folds
audit_gazepoint_missingness_shift
                        Audit missingness shift
audit_gazepoint_ml_leakage
                        Audit leakage between predictive-analysis
                        partitions
audit_gazepoint_model_robustness
                        Audit multiple robustness dimensions
audit_gazepoint_nested_resampling
                        Audit nested grouped resampling for
                        outer-assessment leakage
audit_gazepoint_plan_deviations
                        Audit deviations from a locked analysis plan
audit_gazepoint_reproducibility
                        Audit generated artifacts for volatile output
audit_gp3ml_api_stability
                        Audit gp3ml API stability
audit_gp3ml_governance_profile
                        Audit a governance-evidence profile
bake_gazepoint_preprocessor
                        Apply a fitted preprocessing engine
bootstrap_gazepoint_metrics
                        Bootstrap uncertainty intervals for performance
                        metrics
bootstrap_gazepoint_metrics_by_unit
                        Generalization-target-aligned bootstrap
                        uncertainty
capture_gazepoint_environment
                        Capture a reproducibility environment record
collect_gazepoint_fold_predictions
                        Collect predictions from a grouped-fold
                        evaluation
combine_gazepoint_handoffs
                        Combine validated cross-package handoffs
compare_gazepoint_environments
                        Compare two environment records
compare_gazepoint_models
                        Compare governed model candidates without
                        selecting a winner
create_external_validation_report
                        Create an external-validation report object
create_gazepoint_decision_rule
                        Create a governed classification decision rule
create_gazepoint_feature_manifest
                        Create a Gazepoint feature-provenance manifest
create_gazepoint_group_folds
                        Create deterministic group-aware Gazepoint
                        resampling folds
create_gazepoint_handoff
                        Create a lightweight cross-package Gazepoint
                        handoff
create_gazepoint_model_artifact
                        Create a portable governed model artifact
create_gazepoint_model_card
                        Create a governance-focused model card
create_gazepoint_nested_folds
                        Create nested grouped resampling from mature
                        outer folds
create_gazepoint_release_evidence
                        Create a release evidence manifest
create_gazepoint_release_model_card
                        Create a release-ready governed model card
create_gazepoint_reproducibility_report
                        Create a reproducibility report
create_gazepoint_synthetic_manifest
                        Create a synthetic governed feature manifest
create_gazepoint_synthetic_task
                        Create one of the governed synthetic
                        demonstration tasks
create_gazepoint_tuning_grid
                        Create an explicit governed tuning grid
create_gp3ml_governance_profile
                        Create a governance-evidence profile
declare_gazepoint_analysis_plan
                        Declare a frozen-analysis-plan contract
declare_gazepoint_external_dataset
                        Declare an external dataset and its
                        independence status
declare_gazepoint_task
                        Declare a governed Gazepoint prediction task
diagnose_gazepoint_group_folds
                        Diagnose group-aware Gazepoint resampling folds
evaluate_external_validation
                        Evaluate an independent external-validation
                        dataset
evaluate_gazepoint_external_transportability
                        Evaluate external transportability and
                        validation status
evaluate_gazepoint_feature_stability
                        Evaluate leave-one-feature-out stability
evaluate_gazepoint_group_folds
                        Evaluate a governed model specification across
                        materialized grouped folds
evaluate_gazepoint_missingness_sensitivity
                        Evaluate named missingness-sensitivity
                        scenarios
evaluate_gazepoint_nested_resampling
                        Evaluate nested grouped resampling with inner
                        governed tuning
evaluate_gazepoint_seed_stability
                        Evaluate seed stability
evaluate_gazepoint_threshold_stability
                        Evaluate threshold stability around the optimum
evaluate_gazepoint_thresholds
                        Evaluate explicit classification thresholds
fit_gazepoint_calibrator
                        Fit a probability calibrator
fit_gazepoint_conformal
                        Fit target-aware split-conformal calibration
fit_gazepoint_deep_model
                        Fit an optional governed deep-learning model
                        through keras3
fit_gazepoint_model     Fit a governed Gazepoint model
fit_gazepoint_preprocessor
                        Fit a fold-local preprocessing engine
gazepoint_classification_metrics
                        Binary classification metrics
gazepoint_performance_metrics
                        Task-aware performance metrics
gazepoint_regression_metrics
                        Regression metrics
gp3ml_api_contracts     gp3ml public API contracts
gp3ml_available_engines
                        List available model engines
gp3ml_engine_capabilities
                        Audit gp3ml model-engine capabilities
gp3ml_interop_contracts
                        Cross-package interoperability contracts
gp3ml_object_schema     Describe the schema of a gp3ml object
gp3ml_prohibited_uses   Prohibited gp3ml uses
integrate_black_box_model
                        Integrate a controlled black-box model engine
lock_gazepoint_analysis_plan
                        Lock an analysis plan using SHA-256
normalize_gazepoint_artifact_text
                        Normalize volatile text in generated research
                        artifacts
plot.gp3ml_abstention_audit
                        Plot abstention audit
plot.gp3ml_api_stability_audit
                        Plot a gp3ml API stability audit
plot.gp3ml_conformal_coverage
                        Plot conformal coverage
plot.gp3ml_dataset_shift_audit
                        Plot a dataset shift audit
plot.gp3ml_engine_capabilities
                        Plot gp3ml engine availability
plot.gp3ml_environment_comparison
                        Plot an environment comparison
plot.gp3ml_governance_profile_audit
                        Plot a governance profile audit
plot.gp3ml_handoff_validation
                        Plot handoff validation checks
plot.gp3ml_model_artifact_validation
                        Plot model-artifact validation
plot.gp3ml_model_robustness_audit
                        Plot a robustness audit
plot.gp3ml_plan_deviation_audit
                        Plot analysis-plan deviations
plot.gp3ml_release_checksum_validation
                        Plot release checksum validation
plot.gp3ml_reproducibility_audit
                        Plot a reproducibility-hardening audit
plot.gp3ml_research_bundle_validation
                        Plot research-bundle validation
plot.gp3ml_ro_crate_validation
                        Plot RO-Crate validation
plot.gp3ml_threshold_evaluation
                        Plot threshold evaluation
predict.gp3ml_model     Predict from a gp3ml model
predict_gazepoint_interval
                        Predict conformal regression intervals
predict_gazepoint_set   Predict binary conformal prediction sets
print.gazepoint_feature_manifest_validation
                        Print feature-manifest validation
print.gazepoint_fold_diagnostics
                        Print Gazepoint fold diagnostics
print.gazepoint_fold_diagnostics_validation
                        Print Gazepoint fold-diagnostics validation
print.gazepoint_group_folds
                        Print group-aware Gazepoint resampling folds
print.gazepoint_group_folds_audit
                        Print aggregated group-fold leakage auditing
print.gazepoint_group_folds_validation
                        Print group-aware fold validation
print.gazepoint_ml_leakage_audit
                        Print a Gazepoint ML leakage audit
print.gazepoint_ml_split
                        Print a group-aware Gazepoint split
print.gazepoint_ml_split_validation
                        Print group-aware split validation
restore_gazepoint_model_artifact
                        Restore a model artifact
select_gazepoint_model
                        Select a governed candidate using an explicit
                        metric and direction
select_gazepoint_threshold
                        Select a threshold from a governed threshold
                        evaluation
simulate_gazepoint_governed_data
                        Simulate governed synthetic Gazepoint-derived
                        data
simulate_gazepoint_research_handoffs
                        Simulate realistic cross-package Gazepoint
                        research handoffs
split_gazepoint_ml_data
                        Create a deterministic group-aware Gazepoint
                        holdout split
summarize_gazepoint_resample_performance
                        Summarize repeated grouped-resampling
                        performance
summarize_gazepoint_resample_uncertainty
                        Summarize uncertainty across folds or repeats
summarize_gazepoint_shift
                        Summarize dataset shift without collapsing it
                        to one drift score
test_gazepoint_model_portability
                        Test model-artifact serialization and optional
                        fresh-process prediction
train_gazepoint_classifier
                        Generic governed binary-classifier training
                        wrapper
tune_gazepoint_model    Evaluate every governed candidate on the same
                        grouped folds
validate_gazepoint_analysis_plan
                        Validate an analysis plan
validate_gazepoint_conformal
                        Validate a conformal fit
validate_gazepoint_decision_rule
                        Validate a governed decision rule
validate_gazepoint_environment
                        Validate the current environment against a
                        reference record
validate_gazepoint_feature_manifest
                        Validate a Gazepoint feature-provenance
                        manifest
validate_gazepoint_fold_diagnostics
                        Validate Gazepoint fold diagnostics
validate_gazepoint_group_folds
                        Validate group-aware Gazepoint resampling folds
validate_gazepoint_handoff
                        Validate a Gazepoint handoff
validate_gazepoint_ml_roles
                        Validate outcome, predictor, identifier, and
                        grouping roles
validate_gazepoint_ml_split
                        Validate a group-aware Gazepoint holdout split
validate_gazepoint_model_artifact
                        Validate a model artifact
validate_gazepoint_model_tuning
                        Validate governed tuning results
validate_gazepoint_nested_evaluation
                        Validate a nested evaluation
validate_gazepoint_nested_folds
                        Validate nested grouped folds
validate_gazepoint_release_checksums
                        Validate SHA-256 release checksums
validate_gazepoint_resample_evaluation
                        Validate a grouped-fold evaluation result
validate_gazepoint_research_bundle
                        Validate a synthetic cross-package research
                        bundle
validate_gazepoint_ro_crate
                        Validate a gp3ml RO-Crate-oriented export
validate_gazepoint_target_uncertainty
                        Validate target-aligned uncertainty metadata
validate_gazepoint_transportability
                        Validate an external transportability report
validate_gp3ml_object_contract
                        Validate an object against the gp3ml
                        public-object contract
with_gazepoint_reproducible_output
                        Evaluate code with deterministic
                        documentation-output settings
write_external_validation_report
                        Write an external-validation report
write_gazepoint_analysis_plan
                        Write an analysis plan
write_gazepoint_feature_manifest_csv
                        Write a Gazepoint feature manifest or
                        validation table to CSV
write_gazepoint_fold_diagnostics_csv
                        Write Gazepoint fold diagnostics to CSV files
write_gazepoint_group_folds_csv
                        Write group-aware resampling tables to CSV
write_gazepoint_ml_leakage_audit_csv
                        Write a Gazepoint ML leakage-audit table to CSV
write_gazepoint_ml_split_csv
                        Write group-aware split tables to CSV
write_gazepoint_model_card
                        Write a model card
write_gazepoint_model_tuning
                        Write governed tuning and selection tables
write_gazepoint_nested_evaluation
                        Write nested-resampling evaluation tables
write_gazepoint_release_checksums
                        Write SHA-256 checksums for release artifacts
write_gazepoint_release_model_card
                        Write a release-ready governed model card
write_gazepoint_reproducibility_audit
                        Write a reproducibility-hardening audit
write_gazepoint_reproducibility_report
                        Write a reproducibility report
write_gazepoint_resample_evaluation
                        Write grouped-fold evaluation tables
write_gazepoint_ro_crate
                        Write a minimal RO-Crate-oriented research
                        object
write_gazepoint_target_uncertainty
                        Write target-aligned uncertainty tables
write_gazepoint_transportability_report
                        Write an expanded transportability report
write_gp3ml_api_contracts
                        Write gp3ml API contracts
write_gp3ml_governance_profile
                        Write a governance profile audit
