{
  "registry_schema": "nmd-vcell-dataset-task-qualification/1.0",
  "generated_at": "2026-09-09",
  "score_policy": "No global readiness score. Decisions are made per dataset version and task contract.",
  "task_contracts": [
    {
      "task_id": "TASK-DISEASE-CONTEXT",
      "label": "Disease and cell-context estimation",
      "required_axes": [
        "disease identity",
        "independent biological unit",
        "sample mapping",
        "QC",
        "public-use permission"
      ]
    },
    {
      "task_id": "TASK-SAME-ASSAY-RESPONSE",
      "label": "Same-assay perturbation response benchmark",
      "required_axes": [
        "perturbation identity",
        "feature identity",
        "held-out target split",
        "same assay context"
      ]
    },
    {
      "task_id": "TASK-MUSCLE-FUNCTION",
      "label": "Human myoblast functional endpoint context",
      "required_axes": [
        "gene/guide identity",
        "functional endpoint",
        "screen denominator",
        "replicate definition"
      ]
    },
    {
      "task_id": "TASK-DMD-CANDIDATE-RESPONSE",
      "label": "Candidate-conditioned DMD perturbation outcome",
      "required_axes": [
        "DMD-relevant model",
        "candidate perturbation",
        "matched control",
        "independent donor/line",
        "target engagement",
        "functional outcome"
      ]
    },
    {
      "task_id": "TASK-SOURCE-SPECIFIC-EFFECT",
      "label": "Source-specific DMD effect estimation",
      "required_axes": [
        "source identity",
        "contrast",
        "line or donor nesting",
        "independence group",
        "effect uncertainty"
      ]
    },
    {
      "task_id": "TASK-TRAJECTORY-REFERENCE",
      "label": "Physical-time myogenic trajectory reference",
      "required_axes": [
        "physical time",
        "cell-state annotation",
        "sample mapping",
        "unperturbed reference"
      ]
    },
    {
      "task_id": "TASK-COMBINATION-CALIBRATION",
      "label": "Combination-method calibration",
      "required_axes": [
        "single arms",
        "combination arm",
        "matched controls",
        "interaction estimand"
      ]
    }
  ],
  "dataset_count": 7,
  "qualification_count": 49,
  "records": [
    {
      "qualification_id": "QUAL:NMDVCELL-HEPG2-CRISPRI:TASK-DISEASE-CONTEXT:2026-09-09",
      "dataset_id": "NMDVCELL-HEPG2-CRISPRI",
      "task_id": "TASK-DISEASE-CONTEXT",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Disease and cell-context estimation",
      "missing_axes": [
        "disease identity",
        "independent biological unit",
        "sample mapping",
        "QC",
        "public-use permission"
      ],
      "evidence_ids": [
        "DATASET:NMDVCELL-HEPG2-CRISPRI",
        "/resource/api/v1.1/dataset_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:NMDVCELL-HEPG2-CRISPRI:TASK-SAME-ASSAY-RESPONSE:2026-09-09",
      "dataset_id": "NMDVCELL-HEPG2-CRISPRI",
      "task_id": "TASK-SAME-ASSAY-RESPONSE",
      "decision": "QUALIFIED_BOUNDED",
      "permitted_use": "Same-assay perturbation response benchmark",
      "blocked_use": "Any inference above the dataset claim ceiling",
      "missing_axes": [],
      "evidence_ids": [
        "DATASET:NMDVCELL-HEPG2-CRISPRI",
        "/resource/api/v1.1/dataset_registry.json"
      ],
      "reason": "Qualified only for same-assay perturbation response benchmark under the current Dataset Card boundary."
    },
    {
      "qualification_id": "QUAL:NMDVCELL-HEPG2-CRISPRI:TASK-MUSCLE-FUNCTION:2026-09-09",
      "dataset_id": "NMDVCELL-HEPG2-CRISPRI",
      "task_id": "TASK-MUSCLE-FUNCTION",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Human myoblast functional endpoint context",
      "missing_axes": [
        "gene/guide identity",
        "functional endpoint",
        "screen denominator",
        "replicate definition"
      ],
      "evidence_ids": [
        "DATASET:NMDVCELL-HEPG2-CRISPRI",
        "/resource/api/v1.1/dataset_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:NMDVCELL-HEPG2-CRISPRI:TASK-DMD-CANDIDATE-RESPONSE:2026-09-09",
      "dataset_id": "NMDVCELL-HEPG2-CRISPRI",
      "task_id": "TASK-DMD-CANDIDATE-RESPONSE",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Candidate-conditioned DMD perturbation outcome",
      "missing_axes": [
        "DMD-relevant model",
        "candidate perturbation",
        "matched control",
        "independent donor/line",
        "target engagement",
        "functional outcome"
      ],
      "evidence_ids": [
        "DATASET:NMDVCELL-HEPG2-CRISPRI",
        "/resource/api/v1.1/dataset_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:NMDVCELL-HEPG2-CRISPRI:TASK-SOURCE-SPECIFIC-EFFECT:2026-09-09",
      "dataset_id": "NMDVCELL-HEPG2-CRISPRI",
      "task_id": "TASK-SOURCE-SPECIFIC-EFFECT",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Source-specific DMD effect estimation",
      "missing_axes": [
        "source identity",
        "contrast",
        "independence group",
        "effect uncertainty"
      ],
      "evidence_ids": [
        "DATASET:NMDVCELL-HEPG2-CRISPRI",
        "/resource/api/v1.1/dataset_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:NMDVCELL-HEPG2-CRISPRI:TASK-TRAJECTORY-REFERENCE:2026-09-09",
      "dataset_id": "NMDVCELL-HEPG2-CRISPRI",
      "task_id": "TASK-TRAJECTORY-REFERENCE",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Physical-time myogenic trajectory reference",
      "missing_axes": [
        "physical time",
        "cell-state annotation",
        "sample mapping",
        "unperturbed reference"
      ],
      "evidence_ids": [
        "DATASET:NMDVCELL-HEPG2-CRISPRI",
        "/resource/api/v1.1/dataset_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:NMDVCELL-HEPG2-CRISPRI:TASK-COMBINATION-CALIBRATION:2026-09-09",
      "dataset_id": "NMDVCELL-HEPG2-CRISPRI",
      "task_id": "TASK-COMBINATION-CALIBRATION",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Combination-method calibration",
      "missing_axes": [
        "single arms",
        "combination arm",
        "matched controls",
        "interaction estimand"
      ],
      "evidence_ids": [
        "DATASET:NMDVCELL-HEPG2-CRISPRI",
        "/resource/api/v1.1/dataset_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE293514:TASK-DISEASE-CONTEXT:2026-09-09",
      "dataset_id": "GSE293514",
      "task_id": "TASK-DISEASE-CONTEXT",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Disease and cell-context estimation",
      "missing_axes": [
        "disease identity",
        "independent biological unit",
        "sample mapping",
        "QC",
        "public-use permission"
      ],
      "evidence_ids": [
        "DATASET:GSE293514",
        "/resource/api/v1.1/data_intake_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE293514:TASK-SAME-ASSAY-RESPONSE:2026-09-09",
      "dataset_id": "GSE293514",
      "task_id": "TASK-SAME-ASSAY-RESPONSE",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Same-assay perturbation response benchmark",
      "missing_axes": [
        "perturbation identity",
        "feature identity",
        "held-out target split",
        "same assay context"
      ],
      "evidence_ids": [
        "DATASET:GSE293514",
        "/resource/api/v1.1/data_intake_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE293514:TASK-MUSCLE-FUNCTION:2026-09-09",
      "dataset_id": "GSE293514",
      "task_id": "TASK-MUSCLE-FUNCTION",
      "decision": "QUALIFIED_BOUNDED",
      "permitted_use": "Human myoblast functional endpoint context",
      "blocked_use": "Any inference above the dataset claim ceiling",
      "missing_axes": [],
      "evidence_ids": [
        "DATASET:GSE293514",
        "/resource/api/v1.1/data_intake_registry.json"
      ],
      "reason": "Qualified only for human myoblast functional endpoint context under the current Dataset Card boundary."
    },
    {
      "qualification_id": "QUAL:GSE293514:TASK-DMD-CANDIDATE-RESPONSE:2026-09-09",
      "dataset_id": "GSE293514",
      "task_id": "TASK-DMD-CANDIDATE-RESPONSE",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Candidate-conditioned DMD perturbation outcome",
      "missing_axes": [
        "DMD-relevant model",
        "candidate perturbation",
        "matched control",
        "independent donor/line",
        "target engagement",
        "functional outcome"
      ],
      "evidence_ids": [
        "DATASET:GSE293514",
        "/resource/api/v1.1/data_intake_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE293514:TASK-SOURCE-SPECIFIC-EFFECT:2026-09-09",
      "dataset_id": "GSE293514",
      "task_id": "TASK-SOURCE-SPECIFIC-EFFECT",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Source-specific DMD effect estimation",
      "missing_axes": [
        "source identity",
        "contrast",
        "line or donor nesting",
        "independence group",
        "effect uncertainty"
      ],
      "evidence_ids": [
        "DATASET:GSE293514",
        "/resource/api/v1.1/data_intake_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE293514:TASK-TRAJECTORY-REFERENCE:2026-09-09",
      "dataset_id": "GSE293514",
      "task_id": "TASK-TRAJECTORY-REFERENCE",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Physical-time myogenic trajectory reference",
      "missing_axes": [
        "physical time",
        "cell-state annotation",
        "sample mapping",
        "unperturbed reference"
      ],
      "evidence_ids": [
        "DATASET:GSE293514",
        "/resource/api/v1.1/data_intake_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE293514:TASK-COMBINATION-CALIBRATION:2026-09-09",
      "dataset_id": "GSE293514",
      "task_id": "TASK-COMBINATION-CALIBRATION",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Combination-method calibration",
      "missing_axes": [
        "single arms",
        "combination arm",
        "matched controls",
        "interaction estimand"
      ],
      "evidence_ids": [
        "DATASET:GSE293514",
        "/resource/api/v1.1/data_intake_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE272233:TASK-DISEASE-CONTEXT:2026-09-09",
      "dataset_id": "GSE272233",
      "task_id": "TASK-DISEASE-CONTEXT",
      "decision": "QUALIFIED_BOUNDED",
      "permitted_use": "Disease and cell-context estimation",
      "blocked_use": "Any inference above the dataset claim ceiling",
      "missing_axes": [],
      "evidence_ids": [
        "DATASET:GSE272233",
        "/resource/api/v1.1/dataset_registry.json"
      ],
      "reason": "Qualified only for disease and cell-context estimation under the current Dataset Card boundary."
    },
    {
      "qualification_id": "QUAL:GSE272233:TASK-SAME-ASSAY-RESPONSE:2026-09-09",
      "dataset_id": "GSE272233",
      "task_id": "TASK-SAME-ASSAY-RESPONSE",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Same-assay perturbation response benchmark",
      "missing_axes": [
        "perturbation identity",
        "feature identity",
        "held-out target split",
        "same assay context"
      ],
      "evidence_ids": [
        "DATASET:GSE272233",
        "/resource/api/v1.1/dataset_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE272233:TASK-MUSCLE-FUNCTION:2026-09-09",
      "dataset_id": "GSE272233",
      "task_id": "TASK-MUSCLE-FUNCTION",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Human myoblast functional endpoint context",
      "missing_axes": [
        "gene/guide identity",
        "functional endpoint",
        "screen denominator",
        "replicate definition"
      ],
      "evidence_ids": [
        "DATASET:GSE272233",
        "/resource/api/v1.1/dataset_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE272233:TASK-DMD-CANDIDATE-RESPONSE:2026-09-09",
      "dataset_id": "GSE272233",
      "task_id": "TASK-DMD-CANDIDATE-RESPONSE",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Candidate-conditioned DMD perturbation outcome",
      "missing_axes": [
        "DMD-relevant model",
        "candidate perturbation",
        "matched control",
        "independent donor/line",
        "target engagement",
        "functional outcome"
      ],
      "evidence_ids": [
        "DATASET:GSE272233",
        "/resource/api/v1.1/dataset_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE272233:TASK-SOURCE-SPECIFIC-EFFECT:2026-09-09",
      "dataset_id": "GSE272233",
      "task_id": "TASK-SOURCE-SPECIFIC-EFFECT",
      "decision": "QUALIFIED_BOUNDED",
      "permitted_use": "Source-specific DMD effect estimation",
      "blocked_use": "Any inference above the dataset claim ceiling",
      "missing_axes": [],
      "evidence_ids": [
        "DATASET:GSE272233",
        "/resource/api/v1.1/dataset_registry.json"
      ],
      "reason": "Qualified only for source-specific dmd effect estimation under the current Dataset Card boundary."
    },
    {
      "qualification_id": "QUAL:GSE272233:TASK-TRAJECTORY-REFERENCE:2026-09-09",
      "dataset_id": "GSE272233",
      "task_id": "TASK-TRAJECTORY-REFERENCE",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Physical-time myogenic trajectory reference",
      "missing_axes": [
        "physical time",
        "cell-state annotation",
        "sample mapping",
        "unperturbed reference"
      ],
      "evidence_ids": [
        "DATASET:GSE272233",
        "/resource/api/v1.1/dataset_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE272233:TASK-COMBINATION-CALIBRATION:2026-09-09",
      "dataset_id": "GSE272233",
      "task_id": "TASK-COMBINATION-CALIBRATION",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Combination-method calibration",
      "missing_axes": [
        "single arms",
        "combination arm",
        "matched controls",
        "interaction estimand"
      ],
      "evidence_ids": [
        "DATASET:GSE272233",
        "/resource/api/v1.1/dataset_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE52529:TASK-DISEASE-CONTEXT:2026-09-09",
      "dataset_id": "GSE52529",
      "task_id": "TASK-DISEASE-CONTEXT",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Disease and cell-context estimation",
      "missing_axes": [
        "disease identity",
        "independent biological unit",
        "sample mapping",
        "QC",
        "public-use permission"
      ],
      "evidence_ids": [
        "DATASET:GSE52529",
        "/resource/api/v1.1/dataset_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE52529:TASK-SAME-ASSAY-RESPONSE:2026-09-09",
      "dataset_id": "GSE52529",
      "task_id": "TASK-SAME-ASSAY-RESPONSE",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Same-assay perturbation response benchmark",
      "missing_axes": [
        "perturbation identity",
        "feature identity",
        "held-out target split",
        "same assay context"
      ],
      "evidence_ids": [
        "DATASET:GSE52529",
        "/resource/api/v1.1/dataset_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE52529:TASK-MUSCLE-FUNCTION:2026-09-09",
      "dataset_id": "GSE52529",
      "task_id": "TASK-MUSCLE-FUNCTION",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Human myoblast functional endpoint context",
      "missing_axes": [
        "gene/guide identity",
        "functional endpoint",
        "screen denominator",
        "replicate definition"
      ],
      "evidence_ids": [
        "DATASET:GSE52529",
        "/resource/api/v1.1/dataset_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE52529:TASK-DMD-CANDIDATE-RESPONSE:2026-09-09",
      "dataset_id": "GSE52529",
      "task_id": "TASK-DMD-CANDIDATE-RESPONSE",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Candidate-conditioned DMD perturbation outcome",
      "missing_axes": [
        "DMD-relevant model",
        "candidate perturbation",
        "matched control",
        "independent donor/line",
        "target engagement",
        "functional outcome"
      ],
      "evidence_ids": [
        "DATASET:GSE52529",
        "/resource/api/v1.1/dataset_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE52529:TASK-SOURCE-SPECIFIC-EFFECT:2026-09-09",
      "dataset_id": "GSE52529",
      "task_id": "TASK-SOURCE-SPECIFIC-EFFECT",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Source-specific DMD effect estimation",
      "missing_axes": [
        "source identity",
        "contrast",
        "line or donor nesting",
        "independence group",
        "effect uncertainty"
      ],
      "evidence_ids": [
        "DATASET:GSE52529",
        "/resource/api/v1.1/dataset_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE52529:TASK-TRAJECTORY-REFERENCE:2026-09-09",
      "dataset_id": "GSE52529",
      "task_id": "TASK-TRAJECTORY-REFERENCE",
      "decision": "QUALIFIED_BOUNDED",
      "permitted_use": "Physical-time myogenic trajectory reference",
      "blocked_use": "Any inference above the dataset claim ceiling",
      "missing_axes": [],
      "evidence_ids": [
        "DATASET:GSE52529",
        "/resource/api/v1.1/dataset_registry.json"
      ],
      "reason": "Qualified only for physical-time myogenic trajectory reference under the current Dataset Card boundary."
    },
    {
      "qualification_id": "QUAL:GSE52529:TASK-COMBINATION-CALIBRATION:2026-09-09",
      "dataset_id": "GSE52529",
      "task_id": "TASK-COMBINATION-CALIBRATION",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Combination-method calibration",
      "missing_axes": [
        "single arms",
        "combination arm",
        "matched controls",
        "interaction estimand"
      ],
      "evidence_ids": [
        "DATASET:GSE52529",
        "/resource/api/v1.1/dataset_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE133344:TASK-DISEASE-CONTEXT:2026-09-09",
      "dataset_id": "GSE133344",
      "task_id": "TASK-DISEASE-CONTEXT",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Disease and cell-context estimation",
      "missing_axes": [
        "disease identity",
        "independent biological unit",
        "sample mapping",
        "QC",
        "public-use permission"
      ],
      "evidence_ids": [
        "DATASET:GSE133344",
        "/resource/api/v1.1/dataset_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE133344:TASK-SAME-ASSAY-RESPONSE:2026-09-09",
      "dataset_id": "GSE133344",
      "task_id": "TASK-SAME-ASSAY-RESPONSE",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Same-assay perturbation response benchmark",
      "missing_axes": [
        "perturbation identity",
        "feature identity",
        "held-out target split",
        "same assay context"
      ],
      "evidence_ids": [
        "DATASET:GSE133344",
        "/resource/api/v1.1/dataset_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE133344:TASK-MUSCLE-FUNCTION:2026-09-09",
      "dataset_id": "GSE133344",
      "task_id": "TASK-MUSCLE-FUNCTION",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Human myoblast functional endpoint context",
      "missing_axes": [
        "gene/guide identity",
        "functional endpoint",
        "screen denominator",
        "replicate definition"
      ],
      "evidence_ids": [
        "DATASET:GSE133344",
        "/resource/api/v1.1/dataset_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE133344:TASK-DMD-CANDIDATE-RESPONSE:2026-09-09",
      "dataset_id": "GSE133344",
      "task_id": "TASK-DMD-CANDIDATE-RESPONSE",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Candidate-conditioned DMD perturbation outcome",
      "missing_axes": [
        "DMD-relevant model",
        "candidate perturbation",
        "matched control",
        "independent donor/line",
        "target engagement",
        "functional outcome"
      ],
      "evidence_ids": [
        "DATASET:GSE133344",
        "/resource/api/v1.1/dataset_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE133344:TASK-SOURCE-SPECIFIC-EFFECT:2026-09-09",
      "dataset_id": "GSE133344",
      "task_id": "TASK-SOURCE-SPECIFIC-EFFECT",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Source-specific DMD effect estimation",
      "missing_axes": [
        "source identity",
        "contrast",
        "line or donor nesting",
        "independence group",
        "effect uncertainty"
      ],
      "evidence_ids": [
        "DATASET:GSE133344",
        "/resource/api/v1.1/dataset_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE133344:TASK-TRAJECTORY-REFERENCE:2026-09-09",
      "dataset_id": "GSE133344",
      "task_id": "TASK-TRAJECTORY-REFERENCE",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Physical-time myogenic trajectory reference",
      "missing_axes": [
        "physical time",
        "cell-state annotation",
        "sample mapping",
        "unperturbed reference"
      ],
      "evidence_ids": [
        "DATASET:GSE133344",
        "/resource/api/v1.1/dataset_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE133344:TASK-COMBINATION-CALIBRATION:2026-09-09",
      "dataset_id": "GSE133344",
      "task_id": "TASK-COMBINATION-CALIBRATION",
      "decision": "QUALIFIED_BOUNDED",
      "permitted_use": "Combination-method calibration",
      "blocked_use": "Any inference above the dataset claim ceiling",
      "missing_axes": [],
      "evidence_ids": [
        "DATASET:GSE133344",
        "/resource/api/v1.1/dataset_registry.json"
      ],
      "reason": "Qualified only for combination-method calibration under the current Dataset Card boundary."
    },
    {
      "qualification_id": "QUAL:GSE277637:TASK-DISEASE-CONTEXT:2026-09-09",
      "dataset_id": "GSE277637",
      "task_id": "TASK-DISEASE-CONTEXT",
      "decision": "QUALIFIED_BOUNDED",
      "permitted_use": "Disease and cell-context estimation",
      "blocked_use": "Any inference above the dataset claim ceiling",
      "missing_axes": [],
      "evidence_ids": [
        "DATASET:GSE277637",
        "/resource/api/v1.1/data_intake_registry.json"
      ],
      "reason": "Qualified only for disease and cell-context estimation under the current Dataset Card boundary."
    },
    {
      "qualification_id": "QUAL:GSE277637:TASK-SAME-ASSAY-RESPONSE:2026-09-09",
      "dataset_id": "GSE277637",
      "task_id": "TASK-SAME-ASSAY-RESPONSE",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Same-assay perturbation response benchmark",
      "missing_axes": [
        "perturbation identity",
        "feature identity",
        "held-out target split",
        "same assay context"
      ],
      "evidence_ids": [
        "DATASET:GSE277637",
        "/resource/api/v1.1/data_intake_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE277637:TASK-MUSCLE-FUNCTION:2026-09-09",
      "dataset_id": "GSE277637",
      "task_id": "TASK-MUSCLE-FUNCTION",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Human myoblast functional endpoint context",
      "missing_axes": [
        "gene/guide identity",
        "functional endpoint",
        "screen denominator",
        "replicate definition"
      ],
      "evidence_ids": [
        "DATASET:GSE277637",
        "/resource/api/v1.1/data_intake_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE277637:TASK-DMD-CANDIDATE-RESPONSE:2026-09-09",
      "dataset_id": "GSE277637",
      "task_id": "TASK-DMD-CANDIDATE-RESPONSE",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Candidate-conditioned DMD perturbation outcome",
      "missing_axes": [
        "DMD-relevant model",
        "candidate perturbation",
        "matched control",
        "independent donor/line",
        "target engagement",
        "functional outcome"
      ],
      "evidence_ids": [
        "DATASET:GSE277637",
        "/resource/api/v1.1/data_intake_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE277637:TASK-SOURCE-SPECIFIC-EFFECT:2026-09-09",
      "dataset_id": "GSE277637",
      "task_id": "TASK-SOURCE-SPECIFIC-EFFECT",
      "decision": "QUALIFIED_BOUNDED",
      "permitted_use": "Source-specific DMD effect estimation",
      "blocked_use": "Any inference above the dataset claim ceiling",
      "missing_axes": [],
      "evidence_ids": [
        "DATASET:GSE277637",
        "/resource/api/v1.1/data_intake_registry.json"
      ],
      "reason": "Qualified only for source-specific dmd effect estimation under the current Dataset Card boundary."
    },
    {
      "qualification_id": "QUAL:GSE277637:TASK-TRAJECTORY-REFERENCE:2026-09-09",
      "dataset_id": "GSE277637",
      "task_id": "TASK-TRAJECTORY-REFERENCE",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Physical-time myogenic trajectory reference",
      "missing_axes": [
        "physical time",
        "cell-state annotation",
        "sample mapping",
        "unperturbed reference"
      ],
      "evidence_ids": [
        "DATASET:GSE277637",
        "/resource/api/v1.1/data_intake_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE277637:TASK-COMBINATION-CALIBRATION:2026-09-09",
      "dataset_id": "GSE277637",
      "task_id": "TASK-COMBINATION-CALIBRATION",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Combination-method calibration",
      "missing_axes": [
        "single arms",
        "combination arm",
        "matched controls",
        "interaction estimand"
      ],
      "evidence_ids": [
        "DATASET:GSE277637",
        "/resource/api/v1.1/data_intake_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE288958:TASK-DISEASE-CONTEXT:2026-09-09",
      "dataset_id": "GSE288958",
      "task_id": "TASK-DISEASE-CONTEXT",
      "decision": "QUALIFIED_BOUNDED",
      "permitted_use": "Disease and cell-context estimation",
      "blocked_use": "Any inference above the dataset claim ceiling",
      "missing_axes": [],
      "evidence_ids": [
        "DATASET:GSE288958",
        "/resource/api/v1.1/data_intake_registry.json"
      ],
      "reason": "Official source integrity, object identifiers, read-only matrix QC, donor-wise Scrublet and independent marker-label disagreement audits support bounded sample-aware context; ambient RNA and author-exact reprocessing remain enhancement gates."
    },
    {
      "qualification_id": "QUAL:GSE288958:TASK-SAME-ASSAY-RESPONSE:2026-09-09",
      "dataset_id": "GSE288958",
      "task_id": "TASK-SAME-ASSAY-RESPONSE",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Same-assay perturbation response benchmark",
      "missing_axes": [
        "perturbation identity",
        "feature identity",
        "held-out target split",
        "same assay context"
      ],
      "evidence_ids": [
        "DATASET:GSE288958",
        "/resource/api/v1.1/data_intake_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE288958:TASK-MUSCLE-FUNCTION:2026-09-09",
      "dataset_id": "GSE288958",
      "task_id": "TASK-MUSCLE-FUNCTION",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Human myoblast functional endpoint context",
      "missing_axes": [
        "gene/guide identity",
        "functional endpoint",
        "screen denominator",
        "replicate definition"
      ],
      "evidence_ids": [
        "DATASET:GSE288958",
        "/resource/api/v1.1/data_intake_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE288958:TASK-DMD-CANDIDATE-RESPONSE:2026-09-09",
      "dataset_id": "GSE288958",
      "task_id": "TASK-DMD-CANDIDATE-RESPONSE",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Candidate-conditioned DMD perturbation outcome",
      "missing_axes": [
        "DMD-relevant model",
        "candidate perturbation",
        "matched control",
        "independent donor/line",
        "target engagement",
        "functional outcome"
      ],
      "evidence_ids": [
        "DATASET:GSE288958",
        "/resource/api/v1.1/data_intake_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE288958:TASK-SOURCE-SPECIFIC-EFFECT:2026-09-09",
      "dataset_id": "GSE288958",
      "task_id": "TASK-SOURCE-SPECIFIC-EFFECT",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Source-specific DMD effect estimation",
      "missing_axes": [
        "source identity",
        "contrast",
        "line or donor nesting",
        "independence group",
        "effect uncertainty"
      ],
      "evidence_ids": [
        "DATASET:GSE288958",
        "/resource/api/v1.1/data_intake_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE288958:TASK-TRAJECTORY-REFERENCE:2026-09-09",
      "dataset_id": "GSE288958",
      "task_id": "TASK-TRAJECTORY-REFERENCE",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Physical-time myogenic trajectory reference",
      "missing_axes": [
        "physical time",
        "cell-state annotation",
        "sample mapping",
        "unperturbed reference"
      ],
      "evidence_ids": [
        "DATASET:GSE288958",
        "/resource/api/v1.1/data_intake_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    },
    {
      "qualification_id": "QUAL:GSE288958:TASK-COMBINATION-CALIBRATION:2026-09-09",
      "dataset_id": "GSE288958",
      "task_id": "TASK-COMBINATION-CALIBRATION",
      "decision": "NOT_QUALIFIED",
      "permitted_use": "None for this task in the current release",
      "blocked_use": "Combination-method calibration",
      "missing_axes": [
        "single arms",
        "combination arm",
        "matched controls",
        "interaction estimand"
      ],
      "evidence_ids": [
        "DATASET:GSE288958",
        "/resource/api/v1.1/data_intake_registry.json"
      ],
      "reason": "Required context, identity, unit, outcome or permission axes are not all closed for this task."
    }
  ]
}