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Protocol

scIB official RNA metrics export · pancreas

Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.

69 evaluations · 821 results

Overview

Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.

Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.

Results

Each comparison retains its reviewed evaluation scope, dataset and metric. Results are shown without a pooled ranking.

scIB official RNA metrics export · pancreas: NMI_cluster/label

NMI_cluster/label (score) · Higher values are better.

scIB official RNA metrics export · pancreas · pancreas

Evidence origin: Author-reported evaluation.

scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 2, column 2 (NMI_cluster/label) through data/metrics.csv row 410, column 2 (NMI_cluster/label)
  • Published metric-score export; intended higher direction verified from pinned official consuming code. No additional min-max normalization or overall ranking. Dataset metadata reports total cells; per-result scoring coverage is unreported.
  • Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.
Comparison details and limitations

Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.

  • Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.

Automated source review: 2026-09-19. Numerical source review does not establish independent reproduction.

Dots show point estimates. Whiskers show only explicitly defined uncertainty (standard deviation, standard error or a labelled interval); their definitions remain in Table. Unresolved uncertainty is not plotted. Differences do not establish statistical significance.

Showing 12 of 69 matching rows.

Tested configuration
0.2970.4750.6520.8291.01
Reported score
  1. scgen_full · hvg, unscaled0.968
  2. scgen_full · full_feature, unscaled0.949
  3. fastmnn_embed · hvg, unscaled0.924
  4. scanorama_embed · hvg, unscaled0.922
  5. scanvi_embed · hvg, unscaled0.922
  6. fastmnn_full · hvg, unscaled0.921
  7. mnn_full · hvg, scaled0.918
  8. scvi_embed · hvg, unscaled0.914
  9. conos_knn · full_feature, unscaled0.914
  10. mnn_full · hvg, unscaled0.914
  11. combat_full · hvg, scaled0.912
  12. seuratrpca_full · hvg, scaled0.91

Methods and evaluation design

Procedure, tasks and evaluated configurations

Evaluation design

Benchmarks bring together tasks and protocols. A task describes the biological question; a protocol defines a particular test.

Benchmarks

These source-backed links do not make different protocols or scores interchangeable.

Recorded evaluations

Each evaluation records what was tested and under which conditions.

Explore all linked results

Baseline coverage

Reference methods help show what a model adds beyond simple controls. We track a null control and a conventional method for each protocol.

0 of 2 active baseline roles have published Rewire measurements in this release. Measurements on a selected protocol do not establish coverage of an entire suite.

No execution recipe linked to this protocol. Recipe availability does not establish a completed evaluation.

No reviewed evaluations with results linked in this release.

Literature evidence is not a Rewire measurement. Executed but unpublished runs and private review status are not included.

Null control

Proposed control: requires review

Unintegrated representation using protocol preprocessing

Protocol-specific applicability, permitted inputs, access, split, evaluator and execution requirements need review before implementation or execution.

This is a suggested selection rule, not a validated method or a measured score.

Conventional reference

Proposed control: requires review

Protocol-specific conventional integration method

Protocol-specific applicability, permitted inputs, access, split, evaluator and execution requirements need review before implementation or execution.

This is a suggested selection rule, not a validated method or a measured score.

Protocol coverage CSV · Model evaluation matrix · Source table · Release and checksums

Coverage is derived from release 2026-09-29-06401fd5b220. Source citations describe the original records; they do not validate an unreviewed baseline proposal. No results have been generated by this audit.

Run instructions

No runnable recipe has been reviewed for this protocol. Dataset access, model requirements, licences and compute requirements must be checked against its sources before execution.

Strengths, limitations and unresolved questions

Evidence

Source checking verifies the cited claim or transcription. It does not establish independent reproduction.

Evidence table

Inspect claims, sources and review details

Trace each statement to its source and review. A context-only reference supports the record generally; it does not verify an individual field. Source checking does not reproduce an experiment.

One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.

1 evidence row matching the loaded filters

Claims, original sources and review scope · Release 2026-09-29-06401fd5b220
Property and statementOriginal source and locationReview and provenance
Relationship: part of
discovery-benchmark-scib
Individual claims		scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f

Original source ↗

data/metrics.csv row 2, column 2 (NMI_cluster/label)

Version: 3afbffd3674726e5146797be21cf6bd7470a2c5f
Retrieved: 2026-09-19

source checked

ai assisted source review · 2026-09-19

Audit details

Field: links:part_of:discovery-benchmark-scib

Claim: acquired-membership-0abe70935ba1f0fe8ab9

Source artifact SHA-256: d130cca3688cfe192e2a6df8fa52a0b345d099e259f79014ccf6b90442e626b6

Hash scope: Exact downloaded bytes, before optional gzip storage

Inspected artifact

All evidence (CSV)All evidence (JSONL)How to read the evidence

Sources and history

View linked audit checks and correction history

Release 2026-09-29-06401fd5b220 · Record review: discovered

1 source records and release historyDownload this release
Technical metadata and extraction receipts

Stable ID: acquired-protocol-3f6fa62242423922b5f2

source locator
data/metrics.csv row 2, column 2 (NMI_cluster/label)
procedure
scIB official RNA metrics export
comparison panels
id: acquired-figure-fbc72e941e2d0c24a85d; title: scIB official RNA metrics export · pancreas: NMI_cluster/label; protocol id: acquired-protocol-3f6fa62242423922b5f2; dataset id: acquired-dataset-846290e341debcdcb243; metric: NMI_cluster/label; unit: score; direction: higher; result ids: acquired-result-4489aedb9e4bf824a6ac; acquired-result-12d045656faf7b08720a; acquired-result-a73b5965b98924d01099; acquired-result-0eb6e19f03ed196d5606; acquired-result-7e2bf75815553f64c688; acquired-result-db0f50fcf6c01adb27d4; acquired-result-d7353f70d2331549e538; acquired-result-dd44f4a0c83c1774f21d; acquired-result-47008da8f3210ca74c17; acquired-result-12eebdeb5e3a019423f3; acquired-result-a701327f53775a80ff5b; acquired-result-842b63b8a83207e06a2d; acquired-result-1eb87da9f3fd506b2c20; acquired-result-02d28af34ea02ba55b43; acquired-result-9f05126c6f0f28e8d63e; acquired-result-e8044473d926d37f106e; acquired-result-0b130587688f309c0f12; acquired-result-55d15494d5e7bb2f54de; acquired-result-6c23668786ee42de1ff1; acquired-result-882c34e4041076198ed5; acquired-result-4995e0cba5ab2dfc1043; acquired-result-a32940f630a3054aa218; acquired-result-ac49456d9c880c0c22c8; acquired-result-d31ca3e90c6208d2b687; acquired-result-19cb577c6593f97a01e3; acquired-result-70b78b7dc49b00bbd3f9; acquired-result-a6168afc8403286d591d; acquired-result-c2f3561194690f98c98a; acquired-result-9dc5e467e916e454652f; acquired-result-1f18a053932ff0246122; acquired-result-e8ddb3e0bf60b9a3519f; acquired-result-dec0f389d68b25cbf197; acquired-result-258d0a47b339eb2ec8f3; acquired-result-b9177ef3474c422ebcf6; acquired-result-d0359a683524fff34582; acquired-result-8d5084305b8f930ee538; acquired-result-6406286eea525934e3b9; acquired-result-da8cf996ef444a32eb8a; acquired-result-c6c804f0e48ac0c06618; acquired-result-74f6f2fcf0eb729b2044; acquired-result-e4e089d8dbdbca84d0d4; acquired-result-097387cc691c322d9abf; acquired-result-23fec7efe7bffc01346b; acquired-result-3aa399bdae570541ea4f; acquired-result-9d9877d2eedc7674e78c; acquired-result-7ec13a00925028409a14; acquired-result-ceffc7d808f33591d1d0; acquired-result-6822018568dce4dbc893; acquired-result-19637876321b227517e1; acquired-result-cf53143379bdc9d8dee3; acquired-result-1af399d055e5d21b8a49; acquired-result-c264a6c56ee470623a91; acquired-result-0ed0aadb016979a277f9; acquired-result-7b0b750bc8294b80fc69; acquired-result-af358f94145eec2a2337; acquired-result-398b9ff1c37d5d15508a; acquired-result-a1eeb16ea23443c92de1; acquired-result-1c8ad55bb993349d55b6; acquired-result-2a2bc0b610d488fbda74; acquired-result-64dfca9706c66041f0b0; acquired-result-c25096cd5d03521e40d2; acquired-result-98e41d24f4296b4d94ab; acquired-result-8344328c65e5e9c31a88; acquired-result-fee5ed5b746eeb1e75b1; acquired-result-7a1b7104dd36ade63701; acquired-result-edc20a524681cbde9dbf; acquired-result-364d08627b4a70f12481; acquired-result-c5d764f729a4eeff1f92; acquired-result-bd5bac213c67821da8fe; source ids: acquired-source-5eabf9f83e79b736479d; source locator: data/metrics.csv row 2, column 2 (NMI_cluster/label) through data/metrics.csv row 410, column 2 (NMI_cluster/label); context: Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.; caveats: Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.; Published metric-score export; intended higher direction verified from pinned official consuming code. No additional min-max normalization or overall ranking. Dataset metadata reports total cells; per-result scoring coverage is unreported.; Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.; review: method: automated_source_review; date: 2026-09-19; id: acquired-figure-10ced7d80a66eea7fe70; title: scIB official RNA metrics export · pancreas: ARI_cluster/label; protocol id: acquired-protocol-3f6fa62242423922b5f2; dataset id: acquired-dataset-846290e341debcdcb243; metric: ARI_cluster/label; unit: score; direction: higher; result ids: acquired-result-2b1afb1002c408bfded2; acquired-result-9b41664e7d5c4ff2c345; acquired-result-1686015c55c72740fa49; acquired-result-6fdb462e3e09ca45e7b1; acquired-result-0b684d85e5768cdd4495; acquired-result-8d1f07a1bcf6543daf66; acquired-result-5934ce30bf1fefa95f70; acquired-result-f1d05eb87019f8090b8c; acquired-result-4046f5140e53e7c26f72; acquired-result-915dec6785cf4a7699b9; acquired-result-a8c14c7c5c9ed9bbfc09; acquired-result-b863dffc0605bdf83295; acquired-result-0a46e2fb5412aa6dc594; acquired-result-4344023faf9f28194eeb; acquired-result-4d5ea23f770df992472e; acquired-result-c8b5ff4e4c86fbc6579c; acquired-result-eb022032313acace5421; acquired-result-f7bd73f1e02bb2380e72; acquired-result-67b475d9d5d45598e8ce; acquired-result-4e15cf86608b04d699b8; acquired-result-12dc231c6a4e9959b0ba; acquired-result-59b928a5a47399ca1488; acquired-result-82c5bb41d1d3dae864d2; acquired-result-eabfa09f69ed3229b1f9; acquired-result-692551c9a307994a4573; acquired-result-55a383d257ae51ab62d4; acquired-result-f08426fadd68c317fb93; acquired-result-c5963701daa81db4423e; acquired-result-d46ee80e845360d70873; acquired-result-dec0b93b12d5d2945436; acquired-result-32b705807e84a9f6116b; acquired-result-a2879ea991182395d349; acquired-result-f728a407272abfcc663b; acquired-result-78a5c426358071c2f9c0; acquired-result-289aa0799cf6198e79dd; acquired-result-a4e96887eb5b1a536e86; acquired-result-d529f1122121b9d20b27; acquired-result-b773d29a23101758cd5d; acquired-result-00968cffcabafbb4b434; acquired-result-6265605e1cb6b53e2d3a; acquired-result-da693c7072c90c678c85; acquired-result-90ad09673b61e625c68e; acquired-result-e2460ddccc9248b2be2d; acquired-result-fa7de55b470d09f50783; acquired-result-09ad867dafa1ebbce93c; acquired-result-8e4c1cca5c840d964afc; acquired-result-8218030b27eb91e866e6; acquired-result-92cd43210c713bd49e78; acquired-result-215a5a169f70bfb8d5de; acquired-result-382e9f72002f8f2b39bc; acquired-result-c4dd88d7c47d4d5b9324; acquired-result-1e11f2a90fd453391c6d; acquired-result-986be336e0e022f88c04; acquired-result-1fa8d61950dc3ec736e8; acquired-result-31ce3c0596103ade8d8e; acquired-result-cd5ebca70881bb10b770; acquired-result-b579055fa0c3671791c1; acquired-result-7bc7745f757380e9d412; acquired-result-3d13594289f38a1e94f5; acquired-result-15ceead54b95ff9f366c; acquired-result-a3ad73c74671e987ad03; acquired-result-186ee9c1f9db437705e4; acquired-result-b9a8c2588e8b8bb512db; acquired-result-9d71bfe5f2cdd4a62570; acquired-result-4f58d45899dc7449496a; acquired-result-3c9ef16398ce31b5719a; acquired-result-35b698cd9bd10bb3e34a; acquired-result-9871977157819c180b83; acquired-result-690d500c5c841bce587f; source ids: acquired-source-5eabf9f83e79b736479d; source locator: data/metrics.csv row 2, column 3 (ARI_cluster/label) through data/metrics.csv row 410, column 3 (ARI_cluster/label); context: Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.; caveats: Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.; Published metric-score export; intended higher direction verified from pinned official consuming code. No additional min-max normalization or overall ranking. Dataset metadata reports total cells; per-result scoring coverage is unreported.; Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.; review: method: automated_source_review; date: 2026-09-19; id: acquired-figure-736154d01059ac4f2941; title: scIB official RNA metrics export · pancreas: ASW_label; protocol id: acquired-protocol-3f6fa62242423922b5f2; dataset id: acquired-dataset-846290e341debcdcb243; metric: ASW_label; unit: score; direction: higher; result ids: acquired-result-0ae2f61e38b560b79998; acquired-result-c1f4a302719e59a6067c; acquired-result-5dc65a90f0a4145a6ff2; acquired-result-06233f962c3701b6ae0e; acquired-result-0f1a98cf1bb7e25f1ea6; acquired-result-071ad97943702fd82a55; acquired-result-d1f685ecb1e8ae5d93bb; acquired-result-598c37c54e1dfb269428; acquired-result-3a5f88af96e7170ab67a; acquired-result-15a903aa1187b782a873; acquired-result-14cde1195bcccd657634; acquired-result-fc81120d0309acb1f36e; acquired-result-2e12b67b44aff78f1539; acquired-result-7d0ae549a3298d7d11b6; acquired-result-fbc36279103356acd7fd; acquired-result-1ec08b5438090b59c3b6; acquired-result-07cf5cc88020a5fdb5f6; acquired-result-ba25378041d29438a041; acquired-result-56bf00d3d58618357d77; acquired-result-ef469ea482c4a9105481; acquired-result-6bac5b6cd40e4511f24f; acquired-result-6cb6a6244af30f941d50; acquired-result-f65e7db55d6d1acad900; acquired-result-a73c293e67a28e738a07; acquired-result-753ecc4525833591ac34; acquired-result-8404e7a1f904f6b38f1a; acquired-result-c0456ebaa200e72e0632; acquired-result-ee1e475d0db3ae10f5af; acquired-result-0b9d0984c667a704b238; acquired-result-c8fe75a90b21827fdbe5; acquired-result-1c6e7569433b9b6f435c; acquired-result-4d847e90ffd6b510d2fa; acquired-result-3792eeeb4a60c89a9b5d; acquired-result-6c059c0f5d72b6dbac8a; acquired-result-facd2f02ba6ace01389b; acquired-result-e6cd95939e4c133e19e3; acquired-result-39ec43c94143802ce395; acquired-result-6ea36d57a9479a93b5be; acquired-result-fa7b235d60c5ac0c2f12; acquired-result-f3d8501ca44737f54195; acquired-result-6b577bfa7a09870d2f36; acquired-result-60271b07e62698281ecb; acquired-result-f5ad8561910bab455d62; acquired-result-3a6c70d3868338d0d8c2; acquired-result-0f09f511a95005e46390; acquired-result-192ee00efa0b9d14ab16; acquired-result-d76d5794955badd842ad; acquired-result-e0616a6e740db040e3cc; acquired-result-157b33117078370f93fb; acquired-result-0da0f0c8f51cdbd0a5c2; acquired-result-940b822b2890256cecf7; acquired-result-9c883a0642ba33ee5ad1; acquired-result-1b20ec065f20f27926f2; acquired-result-e9d9083682a00b8ad984; acquired-result-457910e0c37c41d07660; acquired-result-a8fc995a76ecde048b3c; acquired-result-5044dc96314d5c00d1e4; acquired-result-38a0487f788f5e99313d; acquired-result-800d94b7b3ac470c4376; acquired-result-985c0366a6c0a0fee5cb; acquired-result-ccc8fc224b2ec57331c7; source ids: acquired-source-5eabf9f83e79b736479d; source locator: data/metrics.csv row 2, column 4 (ASW_label) through data/metrics.csv row 410, column 4 (ASW_label); context: Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.; caveats: Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.; Published metric-score export; intended higher direction verified from pinned official consuming code. No additional min-max normalization or overall ranking. Dataset metadata reports total cells; per-result scoring coverage is unreported.; Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.; review: method: automated_source_review; date: 2026-09-19; id: acquired-figure-afc8373678c8b0e3e7e7; title: scIB official RNA metrics export · pancreas: ASW_label/batch; protocol id: acquired-protocol-3f6fa62242423922b5f2; dataset id: acquired-dataset-846290e341debcdcb243; metric: ASW_label/batch; unit: score; direction: higher; result ids: acquired-result-301962b47333b328c063; acquired-result-e6895ad1c490fcc2041a; acquired-result-4ff296f47c73e158a7c0; acquired-result-bbe7f5317f6e38d15f7c; acquired-result-ce9d5caa3091cf3ea0b0; acquired-result-3a5b597e5c014a1bf8ea; acquired-result-6fe098bec60a34685a13; acquired-result-67e18acfbadc3bf5def8; acquired-result-67c08d773974c685eea0; acquired-result-dd4215a6cefa1a7ab4ec; acquired-result-908b7ca17702197207ad; acquired-result-937c3494ae71aef7fbbd; acquired-result-57dd39e9297cd0a24680; acquired-result-ae4bea5319ddd7ac495d; acquired-result-d63f0f15df74f9146eb3; acquired-result-c68d03b6a929bc8d5e84; acquired-result-eedf1d59f5e1466c66f5; acquired-result-3df781d30005865668a6; acquired-result-3cc2cbb0082caccdb297; acquired-result-3a2b3da3816f9dad0837; acquired-result-f8e74cab5ec3843662dc; acquired-result-e57118c142099b43dcb0; acquired-result-b204ce72a0a837541ce6; acquired-result-7ad31d2c3a0a218fb04f; acquired-result-da1ce89e03ec34de9149; acquired-result-f29376ae2e53de2b6356; acquired-result-a55534ddbffb6424098b; acquired-result-a774ce747c6fa44320c9; acquired-result-6350d6120aedb04b29ae; acquired-result-a64e51f1ea1e51119e71; acquired-result-452a7896d1a1776767e2; acquired-result-a8a07ee42ae7ffa4480f; acquired-result-29464e66aa4261829359; acquired-result-cd744bd58accf62e9062; acquired-result-bb44e88a0852d042970f; acquired-result-a9d2fbb4d0c2206fe3f7; acquired-result-f3d7c2d214bf5703e46a; acquired-result-ed7ed91aed029a33e6e2; acquired-result-bd590aba96476276c7ee; acquired-result-067133f3872c4d99bd73; acquired-result-ebf4f4c66ba816aa4016; acquired-result-d3e990929d317d912ba8; acquired-result-b09742085e12a4688126; acquired-result-55d15531cd85b88238c1; acquired-result-df3cae94ef12d0c5f952; acquired-result-dc41d1452608f9d155d4; acquired-result-7258999361a523257b0f; acquired-result-cafb17a6b19b6d2a5cea; acquired-result-62e9c103a55f1a93dacf; acquired-result-dafdfe41a57380af609a; acquired-result-7920c4485cb61546c145; acquired-result-539342d95cf1246fd256; acquired-result-36249f9bebfc5a67ea3d; acquired-result-adcdb4a33ad7f0ff2500; acquired-result-8b4057fbc082469f0144; acquired-result-3da05fd872f044827e14; acquired-result-f76e807a5daf003865d6; acquired-result-f016f98a92b469a94bc1; acquired-result-e2d8a65660b584aa4fac; acquired-result-bca89576e77bd3a00084; acquired-result-c0f8baf91fc47f83ff30; source ids: acquired-source-5eabf9f83e79b736479d; source locator: data/metrics.csv row 2, column 5 (ASW_label/batch) through data/metrics.csv row 410, column 5 (ASW_label/batch); context: Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.; caveats: Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.; Published metric-score export; intended higher direction verified from pinned official consuming code. No additional min-max normalization or overall ranking. Dataset metadata reports total cells; per-result scoring coverage is unreported.; Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.; review: method: automated_source_review; date: 2026-09-19; id: acquired-figure-c7be52ddb04a6d860334; title: scIB official RNA metrics export · pancreas: PCR_batch; protocol id: acquired-protocol-3f6fa62242423922b5f2; dataset id: acquired-dataset-846290e341debcdcb243; metric: PCR_batch; unit: score; direction: higher; result ids: acquired-result-ebcf9ad36d6d3591fd20; acquired-result-771e9e8479cf20fd9346; acquired-result-753ceebaadcb92eb63df; acquired-result-81cd61d90c1f568c007f; acquired-result-878a8484a6f2fcd56fec; acquired-result-54e55a18942b6b68be88; acquired-result-3d43e58a226c2b7bea4a; acquired-result-0ac4b42f70e722496c2c; acquired-result-952861e6f5cc33c6c81b; acquired-result-4309a957968777e5260e; acquired-result-dd20674f3df6143c5247; acquired-result-72eece67a58507ca06db; acquired-result-3c5b3208e6c3f394da53; acquired-result-84bde854f8c24fbad4cc; acquired-result-2c68fe751dd59ff00d8f; acquired-result-91611f83f3dd23151328; acquired-result-1e72f615b66e7813c1e8; acquired-result-48f34ef4078701bd633d; acquired-result-10c064fba176c9e3ced8; acquired-result-ae5467b07a0e4e0b3110; acquired-result-d53ba71abc8c430bfddd; acquired-result-7a0c01e4e31e79bc32a2; acquired-result-905995fefcc2bd8c889d; acquired-result-f406b322d68d132eb44b; acquired-result-02ae9e3d7a180f01bfaa; acquired-result-b399386cbccac4ea578c; acquired-result-d20a8f6838f4a5890950; acquired-result-4d29f39fcc0f42e7fb7d; acquired-result-8ddfb8010746588c5f53; acquired-result-2744e68262e57567b374; acquired-result-1983d5af6d33b0a81126; acquired-result-22e4551208323bf96993; acquired-result-9ec6389cfaf0cbcfec6e; acquired-result-c4cf6fe0f4748f4ebfca; acquired-result-7af348d86aa5d7b9d657; acquired-result-973ba8f5fcd2c28d7b81; acquired-result-b11d50c251274f1beeec; acquired-result-c579745023d73ed44522; acquired-result-1d108923e23696351086; acquired-result-cd2667dd4ab7af9c9531; acquired-result-34d782b44ae665308bcc; acquired-result-8ca0d6af4fc7d14991e7; acquired-result-b1d93d9a870e4bf47247; acquired-result-6368f91ad3aabcbdb088; acquired-result-4c4ce6a49357e8b0f64a; acquired-result-63b6ee42cb57d130a466; acquired-result-777f90a5b8504ca68239; acquired-result-2a8fa18c9c9b4ccf31a8; acquired-result-1863668b564b94ddb780; acquired-result-b3e14ec20358c97302e5; acquired-result-cd4ad916aeff6d89703c; acquired-result-0c8e94bba907bce2aae6; acquired-result-75e70991df8ce39f8ff5; acquired-result-0ef2f34648bbad051562; acquired-result-b0c1dbbbcff6c047df72; acquired-result-43b1097eabd994edb589; acquired-result-752313bd319178aa5a35; acquired-result-19a5dbfdd2bce96f6451; acquired-result-431e1e78a51d3166fcd7; acquired-result-020cd6ad692bfd51e873; acquired-result-fc1c9b80938a901b17a1; source ids: acquired-source-5eabf9f83e79b736479d; source locator: data/metrics.csv row 2, column 6 (PCR_batch) through data/metrics.csv row 410, column 6 (PCR_batch); context: Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.; caveats: Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.; Published metric-score export; intended higher direction verified from pinned official consuming code. No additional min-max normalization or overall ranking. Dataset metadata reports total cells; per-result scoring coverage is unreported.; Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.; review: method: automated_source_review; date: 2026-09-19; id: acquired-figure-d5b5f51500084667b40f; title: scIB official RNA metrics export · pancreas: cell_cycle_conservation; protocol id: acquired-protocol-3f6fa62242423922b5f2; dataset id: acquired-dataset-846290e341debcdcb243; metric: cell_cycle_conservation; unit: score; direction: higher; result ids: acquired-result-d07f22aab9b9ddc4457b; acquired-result-db23f9659d9f4803d198; acquired-result-974a82e8e5891209b126; acquired-result-e262ecb850d7320c21b6; acquired-result-fa3851a0d9fdbb4819a1; acquired-result-475de93a4669e943d903; acquired-result-847f22912ac8245d32b2; acquired-result-d019f64f580e947a1050; acquired-result-00c7670b993a3ee7f728; acquired-result-6b3fe46ee8bdb721aa8e; acquired-result-c752ef2dff58c87d26f0; acquired-result-6b7be1e4a01dc9d4e84c; acquired-result-b0547bdf9a8295ac8e3a; acquired-result-ab3be909865ebd3e89a9; acquired-result-ae353e402d038ae25cfb; acquired-result-be658ce935b3b4079324; acquired-result-07f25c7bf1deed59dc09; acquired-result-da66c197024fb0f94162; acquired-result-17a2b2d713206a73b20c; acquired-result-c726b7ccf2b3d92afcfc; acquired-result-4bfc4378d9f5af422630; acquired-result-50b32064c2890fbf3ad9; acquired-result-12e8eb5dbe4de0689be0; acquired-result-9edcd46be33e11397154; acquired-result-653c375baa7008a5ab21; acquired-result-624c935146db0bd0c589; acquired-result-f9fd73564eed0c3eb8a9; acquired-result-760c39925b5ed2ba341b; acquired-result-9b300e6d834517fcab86; acquired-result-999ab624382f3b93beea; acquired-result-71257af7334af32cfcc6; acquired-result-5ba68518afd4ba838855; acquired-result-93aa90f9df594a529c8b; acquired-result-d19a940a3234b870b847; acquired-result-62244e30653cda9f8be1; acquired-result-d77267b4df4992c96b82; acquired-result-e748c71bb21b536be17c; acquired-result-e4f9e93062f0b2990b8b; acquired-result-9e6df0a3d83bfdc5828c; acquired-result-eb818fabf503295ecda7; acquired-result-36806274f76ab75714ea; acquired-result-aee9b38d61ae9a7314b1; acquired-result-0a64529a53f5e29e09c3; acquired-result-cb24aeb8600c59c46523; acquired-result-63c52cf3d4246a2e084e; acquired-result-384df5ecb692056a61d2; acquired-result-a0f9dd35b6ee611ecb61; acquired-result-6ad40c40a1c8c34e8345; acquired-result-68004d42ca45b0d9d155; acquired-result-535a4baaa0ca710e328f; acquired-result-31fe8db19d64fcd1d786; acquired-result-97da1d028a3138d57fdb; acquired-result-9a112ad8ea0c616bbb64; acquired-result-fe33dfcaf71179c72438; acquired-result-61601861ed48bb0e4cc0; acquired-result-2c827acaebae50c62e61; acquired-result-12cc4618f7ec48136ae0; acquired-result-a0800ab850fff2b4647b; acquired-result-d3730dfdc48e198a9977; acquired-result-da54c457bc055f4dcda2; acquired-result-21a27f52282d6529b4d3; source ids: acquired-source-5eabf9f83e79b736479d; source locator: data/metrics.csv row 2, column 7 (cell_cycle_conservation) through data/metrics.csv row 410, column 7 (cell_cycle_conservation); context: Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.; caveats: Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.; Published metric-score export; intended higher direction verified from pinned official consuming code. No additional min-max normalization or overall ranking. Dataset metadata reports total cells; per-result scoring coverage is unreported.; Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.; review: method: automated_source_review; date: 2026-09-19; id: acquired-figure-f8ed699fe68ba2369db8; title: scIB official RNA metrics export · pancreas: isolated_label_F1; protocol id: acquired-protocol-3f6fa62242423922b5f2; dataset id: acquired-dataset-846290e341debcdcb243; metric: isolated_label_F1; unit: score; direction: higher; result ids: acquired-result-a1772d2a388b9bb243d1; acquired-result-20fa2844a50409ab80df; acquired-result-5fe32225e2c6797d659a; acquired-result-2d5c3b2d096d0faa88f7; acquired-result-43a6014c341959edf817; acquired-result-77e2522cc20c6aa0d1e0; acquired-result-6f1661a32a8ff0f7a06a; acquired-result-d34773aa72fdd0eaa8cd; acquired-result-6393235e1d57cb8b5feb; acquired-result-0c45705713300814183f; acquired-result-376d7c2ec545ac027678; acquired-result-edb18d5919907f1ddb87; acquired-result-a74fe14abd98aa4b7f99; acquired-result-769dc89dcde3a5c4d037; acquired-result-d480dbfcb9a89d72063b; acquired-result-3d4871c187ba5b5ed702; acquired-result-fbe6fe828dd521e4302a; acquired-result-5af287a084fee0708ed7; acquired-result-02155409a1aae73f84d0; acquired-result-22a9305c8c63650d33ff; acquired-result-7d3a57da53552cf2f6d4; acquired-result-975abb3ab2b5aa3ee92f; acquired-result-ffb2b385fd492a0bf7ef; acquired-result-d4e14013fadc80bd41bc; acquired-result-8df395276a7712b7cebf; acquired-result-e1bf768092283a0a3915; acquired-result-8b453c53f396f2b94682; acquired-result-7bf4e2607edb2e236637; acquired-result-8da3071d2937f9eb0f25; acquired-result-c1976eb6a026e86c1db2; acquired-result-65d5087159444fa4709d; acquired-result-d4672e9b7e513e655b7e; acquired-result-b6d3a04a647e06f3b402; acquired-result-98c91e0bfd7ad4f0b5bc; acquired-result-180d820f30cc8ba762df; acquired-result-36ab262e0ee44be99304; acquired-result-ae4cd0cfb66f7e2b6045; acquired-result-a9ab9dfc8e8d261e83cc; acquired-result-501cd0ec1a324fbd2ecf; acquired-result-5174edbd1f0c8ffe3af1; acquired-result-26d16c056ce161f410df; acquired-result-fd121cabaef2c59d995b; acquired-result-13365a4c1016d7d29dc5; acquired-result-b31760cc244e4ae719f2; acquired-result-3fb2f35e54ca7bbb34ef; acquired-result-adc53c0cc0e6d2fea9c7; acquired-result-06c890ebc0175358e3ee; acquired-result-a5806acc15abf9f1f4e5; acquired-result-d12b11f7b50e3bd9e94b; acquired-result-3657188b44205cf07893; acquired-result-a2b5c6190f6824efcc51; acquired-result-201545a5fe1bfb524991; acquired-result-829aa402939a3d31a4da; acquired-result-ff7d927b849382d4c88e; acquired-result-34a38fe34c2c98084eea; acquired-result-e7fb665af5a40bd1bc09; acquired-result-8f40c9c83925cd7bdc83; acquired-result-7af50d4fa2c603eea6ea; acquired-result-61774e91c8738a8224cc; acquired-result-bdc84496905d53066df1; acquired-result-2f832f465c9728a2c496; acquired-result-8d5486baeac599a0d527; acquired-result-e6436a0b2a1acd7ff0ef; acquired-result-33bc1268227ccf7362fb; acquired-result-1a3163966a438ba1df8e; acquired-result-cc5ccd9c031f2482ae59; acquired-result-de14db496903cf3d04b8; acquired-result-1999099d96b91df9c89c; acquired-result-579c68d9aa6501719772; source ids: acquired-source-5eabf9f83e79b736479d; source locator: data/metrics.csv row 2, column 8 (isolated_label_F1) through data/metrics.csv row 410, column 8 (isolated_label_F1); context: Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.; caveats: Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.; Published metric-score export; intended higher direction verified from pinned official consuming code. No additional min-max normalization or overall ranking. Dataset metadata reports total cells; per-result scoring coverage is unreported.; Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.; review: method: automated_source_review; date: 2026-09-19; id: acquired-figure-24c76d5e6fa7f26fa22d; title: scIB official RNA metrics export · pancreas: isolated_label_silhouette; protocol id: acquired-protocol-3f6fa62242423922b5f2; dataset id: acquired-dataset-846290e341debcdcb243; metric: isolated_label_silhouette; unit: score; direction: higher; result ids: acquired-result-d7d1bcba3107bb779eba; acquired-result-5e0cc689325e3cd69565; acquired-result-b8eb5e32f96640b6c6cf; acquired-result-9b747d71b5a986750d64; acquired-result-bda425f62b26025ed8b5; acquired-result-505b8ce7add53449c668; acquired-result-d58832c67002c4c51e05; acquired-result-a3c43c15cb410286cb94; acquired-result-7bedf0571157cc77a4c5; acquired-result-9b2dc9878b693c5fa0d3; acquired-result-e3687fba13e2db5ac66c; acquired-result-3af245bbda5b1dac2e98; acquired-result-219b40962737179d6071; acquired-result-2ba9ea52e32a0fa615fa; acquired-result-7046f2a8ac2516796da7; acquired-result-b4fa9f5f8393654a6a4e; acquired-result-0dc52caf517f228fa90e; acquired-result-a6caab6b5135b4f79fb1; acquired-result-f78531f6efda50641e7b; acquired-result-c930864d38557eb40809; acquired-result-26cc1e058da41a49c6b8; acquired-result-27601ffbf02136c938d3; acquired-result-c73aa5836e26458a5022; acquired-result-d111e0dbf027640e6b32; acquired-result-25947cae73d09b0e1122; acquired-result-9ea18c9692294ce437b2; acquired-result-94a3a137755558d6f756; acquired-result-de95daea24e8dd1bffeb; acquired-result-5cedec6661a27a7f26ae; acquired-result-5cfe533a12db884d8830; acquired-result-0a390ed5c4733bb80b9e; acquired-result-f99a41eb3ed1f97347fd; acquired-result-5f12befd942fe91d77fd; acquired-result-b139db2b66f74371655b; acquired-result-dcf21f764c3152e1880c; acquired-result-4bf43cf00e7db4a83918; acquired-result-a19f179fbd45fe2a3a2a; acquired-result-02ce5e6ea77f8394ced3; acquired-result-7750425e5733f7d9b742; acquired-result-2625f5fc1524420e99e3; acquired-result-16d49a65f3c9dae4de7b; acquired-result-b36841e1517c1b8c188f; acquired-result-7fb7e5b3c9c0abc40e8a; acquired-result-52e511ec1216dd461614; acquired-result-bf512f3e1576723a7337; acquired-result-cb66ac5488cc01254dd5; acquired-result-5eda9581251ab691a893; acquired-result-7219a8c25b54e07db3dc; acquired-result-63e468f19d2ff8c393a7; acquired-result-d7d2bcbe736909236719; acquired-result-e80fac06b1be5f3902d3; acquired-result-056053b84e51fb09bd94; acquired-result-9ffb73100f8af197fb38; acquired-result-1e10da59e2a4d78f487c; acquired-result-a66f85e00539a65c5c14; acquired-result-24fd8c211eff1aed0ef2; acquired-result-113ce48b3c0968c35541; acquired-result-3fd79a0c932fe2241f19; acquired-result-fd6d26059f3c9d5fc13c; acquired-result-3f0b31b9e5710f3f0348; acquired-result-efde00a8d5e8ca55ec5a; source ids: acquired-source-5eabf9f83e79b736479d; source locator: data/metrics.csv row 2, column 9 (isolated_label_silhouette) through data/metrics.csv row 410, column 9 (isolated_label_silhouette); context: Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.; caveats: Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.; Published metric-score export; intended higher direction verified from pinned official consuming code. No additional min-max normalization or overall ranking. Dataset metadata reports total cells; per-result scoring coverage is unreported.; Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.; review: method: automated_source_review; date: 2026-09-19; id: acquired-figure-77c82a81575991853fef; title: scIB official RNA metrics export · pancreas: graph_conn; protocol id: acquired-protocol-3f6fa62242423922b5f2; dataset id: acquired-dataset-846290e341debcdcb243; metric: graph_conn; unit: score; direction: higher; result ids: acquired-result-22d21926d3f6f47d3d1d; acquired-result-172f53949fa2e24ff18d; acquired-result-bcd4bf8a3f5e3e9c157a; acquired-result-7993c517ae2296efa601; acquired-result-87fa469e6f1cfd087a9a; acquired-result-ca85ae8afa70c8142701; acquired-result-96722dbaed9d92231749; acquired-result-06d724cb6defbf12b910; acquired-result-a56249c9f4c757b47548; acquired-result-1eaa70641a4fccd181ad; acquired-result-fb6cc22fed85582f30bc; acquired-result-1a56cda702e7ea369c5c; acquired-result-79c4952c9155e17beb7b; acquired-result-20253133bdd123a53167; acquired-result-b62b03c45eeb7901bc3f; acquired-result-1ff280eedd7739382845; acquired-result-18dfbd514d799b60f45a; acquired-result-5aadbbe66493818a5ad5; acquired-result-5703fd1fa382fc490b13; acquired-result-a34890079ba69b7ef309; acquired-result-d4bbbc83c2490ac60f32; acquired-result-f658225dc9e8b7176863; acquired-result-d76f7fca89307aac999a; acquired-result-182d1907a9d66acb6f28; acquired-result-b444d7b8ed20587b0bab; acquired-result-bfbb26d08a318d4fc4c1; acquired-result-4789005268f227b5684d; acquired-result-51ce3e6268133627edf4; acquired-result-76ad06cdbe5fdc85cb75; acquired-result-2c0f7f0fe090cd3a0d70; acquired-result-d58e63970ef290c54b18; acquired-result-684b60a3c52ceed5d847; acquired-result-39df845314975aaa988d; acquired-result-71db23923e1cadbec3fb; acquired-result-6f817a4e795528f0ad84; acquired-result-865542e2b533f7c5ce27; acquired-result-2d547f1502864c216349; acquired-result-13f7a9a1c17cb25afa26; acquired-result-db91c04b63b472e5fbcc; acquired-result-4f3d5c16276f08eb4000; acquired-result-bf6bb21e18f0d8cf59b5; acquired-result-7217aa9b35ce8a6f77c3; acquired-result-7a9189164a63a0820d32; acquired-result-09ddb866a106dffdee55; acquired-result-05c26a523bb938100de2; acquired-result-5b63f1a9bd996ccc9412; acquired-result-8e3cb3ad99ae5f38a366; acquired-result-00e0a5a54bd37946779a; acquired-result-b1b7a4559ba8fdae2b86; acquired-result-198635bad7e651f25720; acquired-result-dc3843c364cdb3609590; acquired-result-3dc65d0dfe80de9bc83a; acquired-result-7ce87fc90d6e7da80281; acquired-result-737e70b2e02fd79ea120; acquired-result-79c295e513627738145a; acquired-result-4745694aedb3cd787650; acquired-result-e54df89a9e95ccce4a39; acquired-result-6571bcb6fff4e326deb5; acquired-result-5e2efd48f03c510083a2; acquired-result-8ecc80cb1c3cad4846a0; acquired-result-f16b0d4541b5cca048a6; acquired-result-2fc512724ceafb5cc44a; acquired-result-84dee63cd3c4ee9e7758; acquired-result-3095ec3e6a29616f74f3; acquired-result-b192d1978fb756b6693a; acquired-result-4f74750c28ddfe81a1ba; acquired-result-a70a5a9143a5709a9b60; acquired-result-b602c864298c5f75880c; acquired-result-d14db6054054ec04d4b6; source ids: acquired-source-5eabf9f83e79b736479d; source locator: data/metrics.csv row 2, column 10 (graph_conn) through data/metrics.csv row 410, column 10 (graph_conn); context: Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.; caveats: Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.; Published metric-score export; intended higher direction verified from pinned official consuming code. No additional min-max normalization or overall ranking. Dataset metadata reports total cells; per-result scoring coverage is unreported.; Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.; review: method: automated_source_review; date: 2026-09-19; id: acquired-figure-c0cda0fa6eeea759b15e; title: scIB official RNA metrics export · pancreas: kBET; protocol id: acquired-protocol-3f6fa62242423922b5f2; dataset id: acquired-dataset-846290e341debcdcb243; metric: kBET; unit: score; direction: higher; result ids: acquired-result-31bd4bb80b041c8c752e; acquired-result-efe22bc60f3fb79c00e6; acquired-result-ab6de9533aad3e3ed482; acquired-result-6fc17e910c964501c657; acquired-result-41f1996212bc01d4f111; acquired-result-a3af08abfe0d02f8499d; acquired-result-00d2088a7b249ac37692; acquired-result-1da691c0949ba95a0758; acquired-result-3e9f78836f5be58b8287; acquired-result-c1684156227bd8c591bd; acquired-result-d5c08d6219dad3787b27; acquired-result-bfd2f54c65a22749b8ac; acquired-result-71c463fed3f9874fa0ab; acquired-result-e435264dd4d0e06acef2; acquired-result-b3ede2a2d60d11c913c8; acquired-result-220dde7c0dbf533957fc; acquired-result-62dce66aed7b51a056f1; acquired-result-9e8f9c6bfbefc95a7bd2; acquired-result-a55b4733f1d0e978d569; acquired-result-7ec099c21c3f7cd52db9; acquired-result-f6b6dd48cdad2d3ebb63; acquired-result-ae0f8ce8fb549c4761de; acquired-result-ed9593b960395a871a3d; acquired-result-3774b01ef50356d22424; acquired-result-f86e78e536758d1878a4; acquired-result-743dedc40e913963a0a2; acquired-result-23cc88669f040fc7ea92; acquired-result-be60e233900cd1f3d4d6; acquired-result-67b4d9766c84436adb87; acquired-result-ebf513f127554d4300f4; acquired-result-14cdc54df2ee7abc88f0; acquired-result-452f276141b8fbc93b77; acquired-result-e91f9611d58d784efa77; acquired-result-90fbb41770f66ecfea9c; acquired-result-20daf032b1ae87b9bafc; acquired-result-40e0ce24801990bdb7e1; acquired-result-93cbdc72a11be03d05ed; acquired-result-7a16469097e4148b848c; acquired-result-0683bd289c30e506ab92; acquired-result-00a882631ad446714868; acquired-result-20047a5c28ebae3df643; acquired-result-995381649b88e33f3258; acquired-result-d958b67b7e9d428311be; acquired-result-430a46f5d02c00eee489; acquired-result-a2235db43d88dc8331b7; acquired-result-e8e397adf3b8e7e7b09d; acquired-result-1a93010c32d58292f34e; acquired-result-109edfe362b6beaecc60; acquired-result-1736dcaf6724eab3d53c; acquired-result-884920934b9192b2af1d; acquired-result-cbbd096771c3d4ed1f22; acquired-result-3562f29908b9fafe4a68; acquired-result-aa18a179e9b2e81a29d7; acquired-result-e1e6bb907fe353bf1296; acquired-result-2673e71a4d8490fc0779; acquired-result-449ab8ebb5a8ac08549a; acquired-result-d0241ccd510f6941163f; acquired-result-21ec28607287a0dfb206; acquired-result-0fe0443bf51483e3e619; acquired-result-73249f3a924eda74d790; acquired-result-28f3b560c5dce9a5c9fa; acquired-result-a45a37614f9c9aaa23ba; acquired-result-80e8d0e1a00d860c2713; acquired-result-e4f6d79ba2e343199804; acquired-result-0699c4aa6e3d350e1bfa; acquired-result-d2cd401fd25b8d0ca128; acquired-result-b2b22f3962fdd4afdc19; acquired-result-2d5a78d1ef34b1774260; acquired-result-1a783cc9a6b81a70530c; source ids: acquired-source-5eabf9f83e79b736479d; source locator: data/metrics.csv row 2, column 11 (kBET) through data/metrics.csv row 410, column 11 (kBET); context: Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.; caveats: Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.; Published metric-score export; intended higher direction verified from pinned official consuming code. No additional min-max normalization or overall ranking. Dataset metadata reports total cells; per-result scoring coverage is unreported.; Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.; review: method: automated_source_review; date: 2026-09-19; id: acquired-figure-68f931f411b66dc41571; title: scIB official RNA metrics export · pancreas: iLISI; protocol id: acquired-protocol-3f6fa62242423922b5f2; dataset id: acquired-dataset-846290e341debcdcb243; metric: iLISI; unit: score; direction: higher; result ids: acquired-result-5ad03652f56a0cdf4159; acquired-result-32dd010faf297b80bba8; acquired-result-a40902fe3dbe28e492ca; acquired-result-e8e7ebb80e6ca19187c1; acquired-result-c62c9a54b656a9f848f3; acquired-result-f0cd29aa7334c48cf256; acquired-result-04531e89a353fbcd6272; acquired-result-c69207a5dc054fd71e2a; acquired-result-b10fdef17ee5072faaeb; acquired-result-39622bdbc9f1b3d4a4a0; acquired-result-d1eda26fd939c1290e82; acquired-result-4259d38af6d9f1ab1620; acquired-result-b7164d948a225e0e063c; acquired-result-371953634c9a39f78f70; acquired-result-3bcecb13607cb4a1abd8; acquired-result-94f954c02359391e5c2a; acquired-result-6158c9f7f5b493c30f6b; acquired-result-8787954f93bbe7cbaf51; acquired-result-6a932d0a175503fdbea8; acquired-result-a7f729061cc44f97d4b5; acquired-result-0aaedc387d4f4db8f5a0; acquired-result-2e8cdcda656d9a0c0dc2; acquired-result-374cd6c69adb3c718711; acquired-result-5d5d4e1a9442698e0bb9; acquired-result-dab52d150fbffb0ec474; acquired-result-fcc7c897462a0292df38; acquired-result-236c981731dc0850df63; acquired-result-ef93e9b74a7944459881; acquired-result-346c9510abeb28db0119; acquired-result-9b1de06dc2d132fd1fe1; acquired-result-2f1e5b60521a8986d350; acquired-result-ec590cc4134da42ffa87; acquired-result-8a4343571478df5fca85; acquired-result-832e7298db809a423f09; acquired-result-f3a3cb812d712c700dad; acquired-result-ebffbbed94e5121d806e; acquired-result-6060930f28a68091e825; acquired-result-127e3ef54e293d08233a; acquired-result-b5fd55b4d847345811b9; acquired-result-f185978b4e966d05cb19; acquired-result-dbc60a6bc29d7c9f4a91; acquired-result-d7e87bc39cf263228beb; acquired-result-0227a5d7b130879fbdc1; acquired-result-7f94bf576df52824d5c0; acquired-result-c5e850061fa3fd316248; acquired-result-abae4c3ac053583f21ca; acquired-result-5b7eebaff2e865d048a8; acquired-result-c8f98c2f108ee7747688; acquired-result-4de018b106602031fc43; acquired-result-4bbb32958dfc4856070e; acquired-result-b7afee3cf82ff9f5cac5; acquired-result-e28717da0ff30d05cd24; acquired-result-3549a0142560ad21b012; acquired-result-4d0f33137b9f78cf1428; acquired-result-afa0bc183ca587965d97; acquired-result-3e956f36b04b87aa8b06; acquired-result-209a20930052fee83474; acquired-result-f4b687b98417bed655c1; acquired-result-d8ca225508c97552dfa6; acquired-result-f56a1449b0d916b43340; acquired-result-7d0e608367c87b361ff5; acquired-result-a1b0b78e93b5165ef97f; acquired-result-afb5e7f18113ff839dcc; acquired-result-7e4d7fac511db36b736e; acquired-result-0ac2874cdb6a50bf244b; acquired-result-5d33f50c3e2ea0208d09; acquired-result-a5b9ea196182ecb8c1ba; acquired-result-c2937bae9ff2ef1fa6a7; acquired-result-36c42b5f6fa9f02c5c26; source ids: acquired-source-5eabf9f83e79b736479d; source locator: data/metrics.csv row 2, column 12 (iLISI) through data/metrics.csv row 410, column 12 (iLISI); context: Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.; caveats: Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.; Published metric-score export; intended higher direction verified from pinned official consuming code. No additional min-max normalization or overall ranking. Dataset metadata reports total cells; per-result scoring coverage is unreported.; Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.; review: method: automated_source_review; date: 2026-09-19; id: acquired-figure-8b57bec8cdd05d4dd7a0; title: scIB official RNA metrics export · pancreas: cLISI; protocol id: acquired-protocol-3f6fa62242423922b5f2; dataset id: acquired-dataset-846290e341debcdcb243; metric: cLISI; unit: score; direction: higher; result ids: acquired-result-15a18294538f29c271af; acquired-result-251e446b9f661895689e; acquired-result-c8b94d5c21418c17f30d; acquired-result-2081a75623c8a7c4e96c; acquired-result-e4f1283fdb55fb63087f; acquired-result-9463edc173e10d105a01; acquired-result-047e54286bcfe47e6770; acquired-result-166200873b7997d64a7b; acquired-result-3cfdd6109430fc9ee60d; acquired-result-2eff69d82cfb18cfb898; acquired-result-29c15235b7e3d93e23a8; acquired-result-0063118a10d2e08376fa; acquired-result-101b2957c539428c4774; acquired-result-309bdc47ec12b620e173; acquired-result-c2c6e3a4f91117675188; acquired-result-fb14471e20b5ed6f0281; acquired-result-bbad2f407652d65dd617; acquired-result-6c9899967df5ea386e38; acquired-result-4d613fef6570aad76481; acquired-result-08bc45a7adac45ef0135; acquired-result-27af93e4fc42b3677283; acquired-result-5da76739644c124860d1; acquired-result-eb82076ac4527158798b; acquired-result-3abaaeab7f99bff58620; acquired-result-e4dacc654d8b7aa7540e; acquired-result-0c043b4519a89d250322; acquired-result-79e0aa5fb00f1d75b2dc; acquired-result-87916891232622521ec8; acquired-result-bfbacc9ec10fca29fc61; acquired-result-76bdde939019f3bd146b; acquired-result-52783754bb804febf8c5; acquired-result-65c82c6dd19d6d38ece0; acquired-result-7a1cc01dfe270cc0da5a; acquired-result-aa64a39ce075d3aea940; acquired-result-839fab1af6b2eb3918f7; acquired-result-00d7b6151a393b1a12ab; acquired-result-ef5aed4eedb72d10acfe; acquired-result-ab6b4192b18fbcd3bdbe; acquired-result-25e06430d04ffe123aba; acquired-result-767b2b8078ea2fc010a8; acquired-result-1813b250dab9f6f7e1ec; acquired-result-d0c82ccd0799860d57c4; acquired-result-ddb3b2753a0210761387; acquired-result-02c5dae14afb9f484c3f; acquired-result-848cf9b35799511b7647; acquired-result-e96f354c3325c401a769; acquired-result-0f013b93427026980b6f; acquired-result-41882b9606a5364081c4; acquired-result-75cb8c43d790f8d370cf; acquired-result-b24d29f7501dc3c153b9; acquired-result-48c1b41f55810a056778; acquired-result-2bfb588827cee06e1064; acquired-result-b6c2a7a81fd137d7d06c; acquired-result-7a61756ce8347cee24b7; acquired-result-f1d0c61fbcf6a7f155c6; acquired-result-b3aded9bba445a7e5aab; acquired-result-566ac53525a9ed31955c; acquired-result-07c11848becd1a26df94; acquired-result-3f7a6fad828baf51478a; acquired-result-6d6a88bfe64b4d21b0dc; acquired-result-9d1e963d906fe38e8d39; acquired-result-bdfff986be2fa7f9f53e; acquired-result-4ce242a2deaf6c09787d; acquired-result-ab21f52ba49fdeeccb12; acquired-result-db15a90a49d9fe533d71; acquired-result-5fc4d1fe2891cf72945f; acquired-result-fc9f606ceda1572854b4; acquired-result-62fc173ad089fa175436; acquired-result-db7af7491fd2588c2b6c; source ids: acquired-source-5eabf9f83e79b736479d; source locator: data/metrics.csv row 2, column 13 (cLISI) through data/metrics.csv row 410, column 13 (cLISI); context: Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.; caveats: Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.; Published metric-score export; intended higher direction verified from pinned official consuming code. No additional min-max normalization or overall ranking. Dataset metadata reports total cells; per-result scoring coverage is unreported.; Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.; review: method: automated_source_review; date: 2026-09-19; id: acquired-figure-a24f606bcffa3dfc32b2; title: scIB official RNA metrics export · pancreas: hvg_overlap; protocol id: acquired-protocol-3f6fa62242423922b5f2; dataset id: acquired-dataset-846290e341debcdcb243; metric: hvg_overlap; unit: score; direction: higher; result ids: acquired-result-3c635b71e7efc44febfd; acquired-result-ec14d201388d563b845d; acquired-result-62a9385984616bbd9874; acquired-result-f97b90219c5a0ff209a1; acquired-result-ba22b9d5a215f9c331ee; acquired-result-a3a0e32349a9af8d9eb6; acquired-result-d5967fb907862c871d35; acquired-result-f0571bc7b552bc7acbb1; acquired-result-ac25abf1af89f163e680; acquired-result-16605d0484048416284a; acquired-result-b6056f49416d886fe228; acquired-result-fa6e35e6ef0777ade4ad; acquired-result-6b8291dbb075da20f782; acquired-result-8e11d50b76ed4a8e3cdd; acquired-result-c7c59fda227abbcf5f46; acquired-result-880dbb5c3acd2820e9f7; acquired-result-397508988e1cb4e3087d; acquired-result-827346d40936b3a1ff47; acquired-result-ee63c476712ebadcef4d; acquired-result-dec2ee2cd63917c7d811; acquired-result-74c7823b6b3b5b50e43c; acquired-result-01e26d3c8522432a1f44; acquired-result-f3fdc48efec74626e5d5; acquired-result-8e073ee5bc27fde4d6e1; acquired-result-a11e2ab6eb1bc7193e84; acquired-result-bdd13e5e2944b9e849a9; acquired-result-a42788865f31a7e048b6; acquired-result-2fe46aaeb9f0c246862b; acquired-result-519cd01bb0b747984e37; acquired-result-28f6aac55c7febf106bb; acquired-result-0067ea1251c3ac1d637a; acquired-result-b8eda7f0bbb7fcd8e729; acquired-result-532cea4509f5cc0ec457; source ids: acquired-source-5eabf9f83e79b736479d; source locator: data/metrics.csv row 2, column 14 (hvg_overlap) through data/metrics.csv row 410, column 14 (hvg_overlap); context: Complete selected source table is retained across source-order panels. These point estimates do not establish statistical significance or a universal ranking.; caveats: Source-specific evaluation. No equivalence to other releases, protocols or model families is inferred.; Published metric-score export; intended higher direction verified from pinned official consuming code. No additional min-max normalization or overall ranking. Dataset metadata reports total cells; per-result scoring coverage is unreported.; Missing source cells and quarantined conflicts are recorded in acquisition and audit tables. Per-result scoring denominators may be unreported.; review: method: automated_source_review; date: 2026-09-19
scope limitations
Published metric-score export; intended higher direction verified from pinned official consuming code. No additional min-max normalization or overall ranking. Dataset metadata reports total cells; per-result scoring coverage is unreported.
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