{ "index_columns": { "gsm": "GEO sample (canonical GSM of its content group)", "gse": "all GEO series listing the GSM, joined with '+'; the split is computed on this string", "published_gse": "series folder of the sample: samples//", "source_pipeline": "sda-all (agent standardization, independent scorer) or hesrt (H&E Visium/ST, human review)", "source_release": "SDA-All scorer version of the batch, sda-all-gap-20261009, or hesrt-v1.3", "platform": "harmonized platform", "technology": "technology as written by the authors", "organism": "as written in GEO", "tissue": "as written in GEO", "observation_unit": "spot / bin / cell / bead", "n_obs": "observations", "n_vars": "features", "expression_state": "counts (integer X) / non-integer / unknown (SDA-All: as declared and scored)", "verification": "VERIFIED / ATTESTED (SDA-All scorer) or human_visual_review (HESRT)", "expression_sha256": "SHA256 of the sample's spatial.h5ad", "coordinate_units": "units of obsm['spatial']: um / pixel / native_grid / unstated", "um_basis": "verified / declared_unverified / platform_constant / unresolved", "um_per_unit": "micrometres per coordinate unit when known", "has_spatial_um": "obsm['spatial_um'] present (micrometre copy of non-um coordinates)", "has_image": "image.tif present", "image_stain": "stain of image.tif ('(heuristic)' = pixel-only call)", "image_stain_basis": "basis of the stain label", "image_um_per_px": "micrometres per image.tif pixel when known", "image_registration": "VERIFIED / PARTIAL / UNRESOLVED / FAILED / ABSENT (modality acceptance), WITHHELD (HESRT review FAIL: no image delivered), HESRT_HUMAN_REVIEW, empty = no registrable image", "image_sha256": "SHA256 of image.tif", "segmentation": "cell / nucleus boundary acceptance (sources in sample.json)", "molecules": "molecule table acceptance (sources in sample.json)", "molecules_use": "positions_only: molecules without usable cell IDs", "flags": "units_unstated / attested / summary_features_in_matrix / hesrt_review_fail / hesrt_fail_image_released / image_partial_coverage / image_review_fail", "qc_flags": "deposit QC flags (annotation only)", "drop_features": "features to drop before use", "review_decision": "latest author review of this expression file: PASS / FAIL / UNSURE", "review_category": "review category", "review_notes": "review notes", "content_group": "independence unit", "group_kind": "cross_gse_redeposit / library_alias", "aliases": "GSMs with identical content not listed as rows", "split": "train / val / test by series", "sample_dir": "samples//" }, "sample_json": { "$schema": "https://json-schema.org/draft/2020-12/schema", "title": "sda-release-sample-1", "type": "object", "additionalProperties": false, "required": [ "schema", "release_id", "gsm", "gse", "published_gse", "metadata", "expression", "coordinates", "image", "segmentation", "molecules", "quality", "dedup", "split", "provenance" ], "properties": { "schema": { "const": "sda-release-sample-1" }, "release_id": { "type": "string" }, "gsm": { "type": "string", "pattern": "^GSM[0-9]+$" }, "gse": { "type": "array", "items": { "type": "string", "pattern": "^GSE[0-9]+$" }, "minItems": 1 }, "published_gse": { "type": "string", "pattern": "^GSE[0-9]+$" }, "metadata": { "type": "object", "required": [ "organism", "tissue", "platform", "technology" ], "properties": { "organism": { "type": [ "string", "null" ] }, "tissue": { "type": [ "string", "null" ] }, "platform": { "type": "string" }, "technology": { "type": [ "string", "null" ] }, "fields": { "type": "object" }, "field_sources": { "type": "object" } } }, "expression": { "type": "object", "additionalProperties": false, "required": [ "file", "sha256", "n_obs", "n_vars", "state", "observation_unit", "verification" ], "properties": { "file": { "const": "spatial.h5ad" }, "sha256": { "type": "string", "pattern": "^[0-9a-f]{64}$" }, "n_obs": { "type": "integer", "minimum": 1 }, "n_vars": { "type": "integer", "minimum": 1 }, "state": { "type": "string" }, "observation_unit": { "type": [ "string", "null" ] }, "verification": { "type": "string" } } }, "coordinates": { "type": "object", "additionalProperties": false, "required": [ "obsm_key", "units", "um_basis", "spatial_um" ], "properties": { "obsm_key": { "const": "spatial" }, "units": { "enum": [ "mm", "native_grid", "nm", "pixel", "um", "unstated" ] }, "um_basis": { "enum": [ "declared_unverified", "platform_constant", "unresolved", "verified" ] }, "um_per_unit": { "type": [ "number", "null" ] }, "um_basis_detail": { "type": [ "string", "null" ] }, "spatial_um": { "type": "boolean" } } }, "image": { "oneOf": [ { "type": "null" }, { "type": "object", "additionalProperties": false, "required": [ "file", "sha256", "shape", "dtype", "channels", "stain", "um_per_px", "spatial_to_pixel", "registration", "inside_fraction", "source" ], "properties": { "file": { "const": "image.tif" }, "sha256": { "type": "string", "pattern": "^[0-9a-f]{64}$" }, "shape": { "type": "array", "items": { "type": "integer" }, "minItems": 2, "maxItems": 2 }, "dtype": { "enum": [ "uint8", "uint16" ] }, "channels": { "type": "array", "items": { "type": "string" }, "minItems": 1 }, "stain": { "type": [ "string", "null" ] }, "stain_basis": { "type": [ "string", "null" ] }, "um_per_px": { "type": [ "number", "null" ] }, "spatial_to_pixel": { "type": "array", "minItems": 3, "maxItems": 3, "items": { "type": "array", "items": { "type": "number" }, "minItems": 3, "maxItems": 3 } }, "registration": { "type": "string" }, "review": { "type": [ "string", "null" ] }, "inside_fraction": { "type": "number", "minimum": 0, "maximum": 1 }, "source": { "type": "array" } } } ] }, "segmentation": { "type": [ "object", "null" ] }, "molecules": { "type": [ "object", "null" ] }, "quality": { "type": "object", "required": [ "flags", "qc_flags", "drop_features", "review" ], "properties": { "flags": { "type": "array", "items": { "type": "string" } }, "qc_flags": { "type": "array", "items": { "type": "string" } }, "drop_features": { "type": "array", "items": { "type": "string" } }, "review": { "type": [ "object", "null" ] } } }, "dedup": { "type": "object", "required": [ "content_group", "group_kind", "aliases" ], "properties": { "content_group": { "type": "string" }, "group_kind": { "type": [ "string", "null" ] }, "aliases": { "type": "array", "items": { "type": "string" } } } }, "split": { "enum": [ "train", "val", "test" ] }, "provenance": { "type": "object", "required": [ "pipeline", "source_release", "files" ], "properties": { "pipeline": { "enum": [ "sda-all", "hesrt" ] }, "source_release": { "type": "string" }, "files": { "type": "array", "items": { "type": "object", "required": [ "role", "path" ], "properties": { "role": { "type": "string" }, "path": { "type": "string" }, "sha256": { "type": [ "string", "null" ] } } } } } } } }, "sample_folder": [ "image.tif", "sample.json", "spatial.h5ad" ] }