{ "_id": "6aaf36873d719c1f8407dc09", "Package": "gp3ml", "Type": "Package", "Title": "Governance-First Predictive Modelling for 'Gazepoint' Research", "Version": "0.3.1", "Authors@R": "person(\ngiven = \"Stefanos\",\nfamily = \"Balaskas\",\nemail = \"s.balaskas@ac.upatras.gr\",\nrole = c(\"aut\", \"cre\"),\ncomment = c(ORCID = \"0000-0003-2444-9796\")\n)", "Description": "Provides governance-first infrastructure for\nleakage-resistant predictive modelling and validation using\n'Gazepoint'-derived research data. 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"Audit abstention decisions", "topics": [ "audit_gazepoint_abstention" ] }, { "page": "audit_gazepoint_dataset_shift", "title": "Audit predictor distribution shift", "topics": [ "audit_gazepoint_dataset_shift" ] }, { "page": "audit_gazepoint_group_folds", "title": "Aggregate leakage audits across group-aware folds", "topics": [ "audit_gazepoint_group_folds" ] }, { "page": "audit_gazepoint_missingness_shift", "title": "Audit missingness shift", "topics": [ "audit_gazepoint_missingness_shift" ] }, { "page": "audit_gazepoint_ml_leakage", "title": "Audit leakage between predictive-analysis partitions", "topics": [ "audit_gazepoint_ml_leakage" ] }, { "page": "audit_gazepoint_model_robustness", "title": "Audit multiple robustness dimensions", "topics": [ "audit_gazepoint_model_robustness" ] }, { "page": "audit_gazepoint_nested_resampling", "title": "Audit nested grouped resampling for outer-assessment leakage", "topics": [ "audit_gazepoint_nested_resampling", 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bootstrap uncertainty", "topics": [ "bootstrap_gazepoint_metrics_by_unit", "print.gp3ml_target_uncertainty" ] }, { "page": "capture_gazepoint_environment", "title": "Capture a reproducibility environment record", "topics": [ "capture_gazepoint_environment" ] }, { "page": "collect_gazepoint_fold_predictions", "title": "Collect predictions from a grouped-fold evaluation", "topics": [ "collect_gazepoint_fold_predictions" ] }, { "page": "combine_gazepoint_handoffs", "title": "Combine validated cross-package handoffs", "topics": [ "combine_gazepoint_handoffs" ] }, { "page": "compare_gazepoint_environments", "title": "Compare two environment records", "topics": [ "compare_gazepoint_environments" ] }, { "page": "compare_gazepoint_models", "title": "Compare governed model candidates without selecting a winner", "topics": [ "compare_gazepoint_models" ] }, { "page": "create_external_validation_report", "title": "Create an external-validation report object", "topics": [ "create_external_validation_report" ] }, { "page": "create_gazepoint_decision_rule", "title": "Create a governed classification decision rule", "topics": [ "create_gazepoint_decision_rule" ] }, { "page": "create_gazepoint_feature_manifest", "title": "Create a Gazepoint feature-provenance manifest", "topics": [ "create_gazepoint_feature_manifest" ] }, { "page": "create_gazepoint_group_folds", "title": "Create deterministic group-aware Gazepoint resampling folds", "topics": [ "create_gazepoint_group_folds" ] }, { "page": "create_gazepoint_handoff", "title": "Create a lightweight cross-package Gazepoint handoff", "topics": [ "create_gazepoint_handoff" ] }, { "page": "create_gazepoint_model_artifact", "title": "Create a portable governed model artifact", "topics": [ "create_gazepoint_model_artifact" ] }, { "page": "create_gazepoint_model_card", "title": "Create a governance-focused model card", "topics": [ "create_gazepoint_model_card" ] }, { "page": "create_gazepoint_nested_folds", "title": "Create nested grouped resampling from mature outer folds", "topics": [ "create_gazepoint_nested_folds", "print.gp3ml_nested_folds" ] }, { "page": "create_gazepoint_release_evidence", "title": "Create a release evidence manifest", "topics": [ "create_gazepoint_release_evidence", "print.gp3ml_release_evidence" ] }, { "page": "create_gazepoint_release_model_card", "title": "Create a release-ready governed model card", "topics": [ "create_gazepoint_release_model_card", "print.gp3ml_release_model_card" ] }, { "page": "create_gazepoint_reproducibility_report", "title": "Create a reproducibility report", "topics": [ "create_gazepoint_reproducibility_report" ] }, { "page": "create_gazepoint_synthetic_manifest", "title": "Create a synthetic governed feature manifest", "topics": [ "create_gazepoint_synthetic_manifest" ] }, { "page": "create_gazepoint_synthetic_task", "title": "Create one of the governed synthetic demonstration tasks", "topics": [ "create_gazepoint_synthetic_task" ] }, { "page": "create_gazepoint_tuning_grid", "title": "Create an explicit governed tuning grid", "topics": [ "create_gazepoint_tuning_grid", "print.gp3ml_tuning_grid" ] }, { "page": "create_gp3ml_governance_profile", "title": "Create a governance-evidence profile", "topics": [ "create_gp3ml_governance_profile" ] }, { "page": "declare_gazepoint_analysis_plan", "title": "Declare a frozen-analysis-plan contract", "topics": [ "declare_gazepoint_analysis_plan" ] }, { "page": "declare_gazepoint_external_dataset", "title": "Declare an external dataset and its independence status", "topics": [ "declare_gazepoint_external_dataset", "print.gp3ml_external_dataset_declaration" ] }, { "page": "declare_gazepoint_task", "title": "Declare a governed Gazepoint prediction task", "topics": [ "declare_gazepoint_task" ] }, { "page": "diagnose_gazepoint_group_folds", "title": "Diagnose group-aware Gazepoint resampling folds", "topics": [ "diagnose_gazepoint_group_folds" ] }, { "page": "evaluate_external_validation", "title": "Evaluate an independent external-validation dataset", "topics": [ "evaluate_external_validation" ] }, { "page": "evaluate_gazepoint_external_transportability", "title": "Evaluate external transportability and validation status", "topics": [ "evaluate_gazepoint_external_transportability", "print.gp3ml_transportability_report" ] }, { "page": "evaluate_gazepoint_feature_stability", "title": "Evaluate leave-one-feature-out stability", "topics": [ "evaluate_gazepoint_feature_stability" ] }, { "page": "evaluate_gazepoint_group_folds", "title": "Evaluate a governed model specification across materialized grouped folds", "topics": [ "evaluate_gazepoint_group_folds", "print.gp3ml_resample_evaluation" ] }, { "page": "evaluate_gazepoint_missingness_sensitivity", "title": "Evaluate named missingness-sensitivity scenarios", "topics": [ "evaluate_gazepoint_missingness_sensitivity" ] }, { "page": "evaluate_gazepoint_nested_resampling", "title": "Evaluate nested grouped resampling with inner governed tuning", "topics": [ "evaluate_gazepoint_nested_resampling", "print.gp3ml_nested_evaluation" ] }, { "page": "evaluate_gazepoint_seed_stability", "title": "Evaluate seed stability", "topics": [ "evaluate_gazepoint_seed_stability" ] }, { "page": "evaluate_gazepoint_threshold_stability", "title": "Evaluate threshold stability around the optimum", "topics": [ "evaluate_gazepoint_threshold_stability" ] }, { "page": "evaluate_gazepoint_thresholds", "title": "Evaluate explicit classification thresholds", "topics": [ "evaluate_gazepoint_thresholds" ] }, { "page": "fit_gazepoint_calibrator", "title": "Fit a probability calibrator", "topics": [ "fit_gazepoint_calibrator" ] }, { "page": "fit_gazepoint_conformal", "title": "Fit target-aware split-conformal calibration", "topics": [ "fit_gazepoint_conformal" ] }, { "page": "fit_gazepoint_deep_model", "title": "Fit an optional governed deep-learning model through keras3", "topics": [ "fit_gazepoint_deep_model" ] }, { "page": "fit_gazepoint_model", "title": "Fit a governed Gazepoint model", "topics": [ "fit_gazepoint_model" ] }, { "page": "fit_gazepoint_preprocessor", "title": "Fit a fold-local preprocessing engine", "topics": [ "fit_gazepoint_preprocessor" ] }, { "page": "gazepoint_classification_metrics", "title": "Binary classification metrics", "topics": [ "gazepoint_classification_metrics" ] }, { "page": "gazepoint_performance_metrics", "title": "Task-aware performance metrics", "topics": [ "gazepoint_performance_metrics" ] }, { "page": "gazepoint_regression_metrics", "title": "Regression metrics", "topics": [ "gazepoint_regression_metrics" ] }, { "page": "gp3ml_api_contracts", "title": "gp3ml public API contracts", "topics": [ "gp3ml_api_contracts" ] }, { "page": "gp3ml_available_engines", "title": "List available model engines", "topics": [ "gp3ml_available_engines" ] }, { "page": "gp3ml_engine_capabilities", "title": "Audit gp3ml model-engine capabilities", 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