datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
clinical_necessity_vs_noise_classification_v0.1Clinical Necessity vs Noise Classification
PurposeIdentify the single necessary clinical action and suppress noise actions.
Input
patient_summary
candidate_actions
OutputReturn only the necessary action.
What this tests
Prioritization
Avoidance of unnecessary intervention
Clinical signal detection
Safe minimal decision making
Scoring
Exact match accuracy
Token similarity
Combined final score
Run scoring
python scorer.py --predictions predictions.jsonl --test_csv… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical_necessity_vs_noise_classification_v0.1.clinical-quad-central-lab-change-assay-drift-biomarker-noise-endpoint-misclassification-v0.1Clinical Quad Central Lab Change Assay Drift Biomarker Noise Endpoint Misclassification v0.1
Each row is a lab monthly snapshot.
Core quad
Central lab changeAssay driftBiomarker noiseEndpoint misclassification
Target
label_primary_fail_next_90d
Files
data/train.csvdata/tester.csvscorer.py
Evaluation
Run model on data/tester.csvReturn predictions row alignedScore with scorer.py
License
MIT
clinical-quad-batch-potency-exposure-variance-outcome-noise-v0.1Clinical Quad Batch Potency Exposure Variance Outcome Noise v0.1
Each row is a patient snapshot tied to manufacturing batch.
Core quad
Batch potencyStorage conditionsExposure varianceOutcome noise
Target
label_signal_loss_next_30d
Files
data/train.csvdata/tester.csvscorer.py
Evaluation
Run model on data/tester.csvReturn predictions row alignedScore with scorer.py
License
MIT
clinical-quad-device-change-measurement-drift-training-variance-endpoint-noise-v0.1Clinical Quad Device Change Measurement Drift Training Variance Endpoint Noise v0.1
Each row is a site monthly snapshot.
Core quad
Device changeMeasurement driftTraining varianceEndpoint noise
Target
label_primary_fail_next_90d
Files
data/train.csvdata/tester.csvscorer.py
Evaluation
Run model on data/tester.csvReturn predictions row alignedScore with scorer.py
License
MIT
This dataset identifies a measurable coupling pattern associated with systemic instability.
The sample demonstrates the… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-device-change-measurement-drift-training-variance-endpoint-noise-v0.1.clinical-quad-ae-signal-background-noise-reporting-lag-causality-bias-v0.1Clinical Quad AE Noise Lag Attribution Bias v0.1
Each row is a site week safety snapshot.
Core quad
AE signal rateBackground noise rateReporting lagAttribution bias
Target
label_stop_signal_next_30d
Files
data/train.csvdata/tester.csvscorer.py
Evaluation
Run model on data/tester.csvReturn predictions row alignedScore with scorer.py
License
MIT
necessity_vs_noise_classifier_v01These are the classification labels:
expected_action What the model must do
answer Provide the answer
clarify Request missing parameters or boundaries
reject Ethically refuse or safety block
no_response Recognize that silence is the correct output
dataset_name: necessity_vs_noise_classifier_v01
pretty_name: Necessity vs Noise Classifier (v0.1)
license: mit
tags:
- instruction-boundary
- clarify-vs-answer
- silence-intelligence
- epistemic-reformulation
- clarus… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/necessity_vs_noise_classifier_v01.clinical-quad-manufacturing-scaleup-batch-variability-potency-drift-clinical-response-noise-v0.1Clinical Quad Manufacturing Scale Up Batch Variability Potency Drift Clinical Response Noise v0.1
Each row is a batch monthly snapshot.
Core quad
Manufacturing scale upBatch variabilityPotency driftClinical response noise
Target
label_phase3_fail_risk_next_90d
Files
data/train.csvdata/tester.csvscorer.py
Evaluation
Run model on data/tester.csvReturn predictions row alignedScore with scorer.py
License
MIT
This dataset identifies a measurable coupling pattern associated with systemic… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-manufacturing-scaleup-batch-variability-potency-drift-clinical-response-noise-v0.1.311-nyc-noise-complaintsjoefox_LibriSpeech_test_noise_test_embeddings