scIB official RNA metrics export · pancreas

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.

• part of: scIB
• benchmark: combat_full · scIB official RNA metrics export · pancreas
• benchmark: saucie_embed · scIB official RNA metrics export · pancreas
• benchmark: scanvi_embed · scIB official RNA metrics export · pancreas
• benchmark: conos_knn · scIB official RNA metrics export · pancreas
• benchmark: fastmnn_full · scIB official RNA metrics export · pancreas
• benchmark: scanorama_full · scIB official RNA metrics export · pancreas
• benchmark: desc_embed · scIB official RNA metrics export · pancreas
• benchmark: saucie_full · scIB official RNA metrics export · pancreas
• benchmark: fastmnn_full · scIB official RNA metrics export · pancreas
• benchmark: mnn_full · scIB official RNA metrics export · pancreas
• benchmark: seurat_full · scIB official RNA metrics export · pancreas
• benchmark: mnn_full · scIB official RNA metrics export · pancreas
• benchmark: desc_embed · scIB official RNA metrics export · pancreas
• benchmark: scgen_full · scIB official RNA metrics export · pancreas
• benchmark: seurat_full · scIB official RNA metrics export · pancreas
• benchmark: seurat_full · scIB official RNA metrics export · pancreas
• benchmark: fastmnn_full · scIB official RNA metrics export · pancreas
• benchmark: fastmnn_embed · scIB official RNA metrics export · pancreas
• benchmark: harmony_embed · scIB official RNA metrics export · pancreas
• benchmark: scanorama_embed · scIB official RNA metrics export · pancreas
• benchmark: mnn_full · scIB official RNA metrics export · pancreas
• benchmark: conos_knn · scIB official RNA metrics export · pancreas
• benchmark: liger_embed · scIB official RNA metrics export · pancreas
• benchmark: desc_embed · scIB official RNA metrics export · pancreas
• benchmark: bbknn_knn · scIB official RNA metrics export · pancreas
• benchmark: scanorama_full · scIB official RNA metrics export · pancreas
• benchmark: saucie_embed · scIB official RNA metrics export · pancreas
• benchmark: saucie_embed · scIB official RNA metrics export · pancreas
• benchmark: fastmnn_embed · scIB official RNA metrics export · pancreas
• benchmark: scgen_full · scIB official RNA metrics export · pancreas
• benchmark: harmony_embed · scIB official RNA metrics export · pancreas
• benchmark: scvi_embed · scIB official RNA metrics export · pancreas
• benchmark: saucie_full · scIB official RNA metrics export · pancreas
• benchmark: scanorama_embed · scIB official RNA metrics export · pancreas
• benchmark: scanorama_embed · scIB official RNA metrics export · pancreas
• benchmark: mnn_full · scIB official RNA metrics export · pancreas
• benchmark: bbknn_knn · scIB official RNA metrics export · pancreas
• benchmark: combat_full · scIB official RNA metrics export · pancreas
• benchmark: seuratrpca_full · scIB official RNA metrics export · pancreas
• benchmark: fastmnn_embed · scIB official RNA metrics export · pancreas
• benchmark: scanorama_full · scIB official RNA metrics export · pancreas
• benchmark: seuratrpca_full · scIB official RNA metrics export · pancreas
• benchmark: fastmnn_embed · scIB official RNA metrics export · pancreas
• benchmark: harmony_embed · scIB official RNA metrics export · pancreas
• benchmark: seuratrpca_full · scIB official RNA metrics export · pancreas
• benchmark: trvae_embed · scIB official RNA metrics export · pancreas
• benchmark: conos_knn · scIB official RNA metrics export · pancreas
• benchmark: saucie_full · scIB official RNA metrics export · pancreas
• benchmark: harmony_embed · scIB official RNA metrics export · pancreas
• benchmark: liger_embed · scIB official RNA metrics export · pancreas
• benchmark: unintegrated_full · scIB official RNA metrics export · pancreas
• benchmark: scvi_embed · scIB official RNA metrics export · pancreas
• benchmark: scgen_full · scIB official RNA metrics export · pancreas
• benchmark: desc_embed · scIB official RNA metrics export · pancreas
• benchmark: seurat_full · scIB official RNA metrics export · pancreas
• benchmark: scanorama_full · scIB official RNA metrics export · pancreas
• benchmark: scanvi_embed · scIB official RNA metrics export · pancreas
• benchmark: scgen_full · scIB official RNA metrics export · pancreas
• benchmark: combat_full · scIB official RNA metrics export · pancreas
• benchmark: trvae_embed · scIB official RNA metrics export · pancreas
• benchmark: seuratrpca_full · scIB official RNA metrics export · pancreas
• benchmark: fastmnn_full · scIB official RNA metrics export · pancreas
• benchmark: saucie_full · scIB official RNA metrics export · pancreas
• benchmark: saucie_embed · scIB official RNA metrics export · pancreas
• benchmark: combat_full · scIB official RNA metrics export · pancreas
• benchmark: bbknn_knn · scIB official RNA metrics export · pancreas
• benchmark: bbknn_knn · scIB official RNA metrics export · pancreas
• benchmark: scanorama_embed · scIB official RNA metrics export · pancreas
• benchmark: conos_knn · scIB official RNA metrics export · pancreas
• subject: scIB official RNA metrics export: benchmark membership