diff --git a/paper-releases/pbisc-diffusion/updates/20261003T174003Z-scsemi-readout-sensitivity/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scsemi/analysis/output_variants_20261003/receipts_index.csv b/paper-releases/pbisc-diffusion/updates/20261003T174003Z-scsemi-readout-sensitivity/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scsemi/analysis/output_variants_20261003/receipts_index.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5ff14f0175e026b85714165b44b42f50461222bc
--- /dev/null
+++ b/paper-releases/pbisc-diffusion/updates/20261003T174003Z-scsemi-readout-sensitivity/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scsemi/analysis/output_variants_20261003/receipts_index.csv
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diff --git a/paper-releases/pbisc-diffusion/updates/20261003T174003Z-scsemi-readout-sensitivity/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scsemi/analysis/output_variants_20261003/summary.csv b/paper-releases/pbisc-diffusion/updates/20261003T174003Z-scsemi-readout-sensitivity/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scsemi/analysis/output_variants_20261003/summary.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d10d9afdd324029f1a4d4da4bdf20a4731014511
--- /dev/null
+++ b/paper-releases/pbisc-diffusion/updates/20261003T174003Z-scsemi-readout-sensitivity/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scsemi/analysis/output_variants_20261003/summary.csv
@@ -0,0 +1,26 @@
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diff --git a/paper-releases/pbisc-diffusion/updates/20261003T174003Z-scsemi-readout-sensitivity/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scsemi/analysis/output_variants_20261003/variants.json b/paper-releases/pbisc-diffusion/updates/20261003T174003Z-scsemi-readout-sensitivity/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scsemi/analysis/output_variants_20261003/variants.json
new file mode 100644
index 0000000000000000000000000000000000000000..e4240895e62a0dc28aa7dd8ef6e9578bdee1aa18
--- /dev/null
+++ b/paper-releases/pbisc-diffusion/updates/20261003T174003Z-scsemi-readout-sensitivity/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scsemi/analysis/output_variants_20261003/variants.json
@@ -0,0 +1,1652 @@
+[
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+   "tool_sha256": "a7201492483dceec6554c8de5c84865dca3cb9f3939fe306bf5832ef6c1bff32",
+   "environment": {
+    "torch": "2.11.0+cu130",
+    "scvi-tools": "1.4.1",
+    "scanpy": "1.11.5",
+    "anndata": "0.12.19",
+    "lightning": "2.6.6",
+    "numpy": "2.5.3",
+    "scikit-learn": "1.9.1"
+   },
+   "device": "cpu",
+   "seed_rule": "scvi.settings.seed = 20260927 + target bulk row (the wrapper's infer rule)",
+   "created_utc": "2026-10-03T17:13:57.970608+00:00"
+  }
+ },
+ {
+  "dataset": "imperial_eskd",
+  "draw": 4,
+  "host": "server_2",
+  "work": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scsemi/work/imperial_eskd/fewshot_n5/draw4",
+  "variant": "nt",
+  "VARIANT": {
+   "variant": "nt",
+   "arm": "scsemi5nt",
+   "base_arm": "scsemi5",
+   "support_readout": "no output threshold: the upstream model's ZINB mean on every modeled gene (sample(bound=0), no xsemi > 10 step); read-out sensitivity variant, not the official output",
+   "output_threshold": "none",
+   "run_signature": "bf3b2a6f67de8817fb0f6cc6f85c443d84606d27a98f5226938f1c200fee8b42",
+   "upstream_commit": "c2aea021188759e56ecf14578915c0237aaa75d2",
+   "work": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scsemi/work_mirror/imperial_eskd/fewshot_n5/draw4",
+   "origin_host": "server_2",
+   "origin_work": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scsemi/work/imperial_eskd/fewshot_n5/draw4",
+   "tool": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scsemi/tools/resample_output_variants.py",
+   "tool_sha256": "a7201492483dceec6554c8de5c84865dca3cb9f3939fe306bf5832ef6c1bff32",
+   "environment": {
+    "torch": "2.11.0+cu130",
+    "scvi-tools": "1.4.1",
+    "scanpy": "1.11.5",
+    "anndata": "0.12.19",
+    "lightning": "2.6.6",
+    "numpy": "2.5.3",
+    "scikit-learn": "1.9.1"
+   },
+   "device": "cpu",
+   "seed_rule": "scvi.settings.seed = 20260927 + target bulk row (the wrapper's infer rule)",
+   "created_utc": "2026-10-03T17:26:05.944383+00:00"
+  }
+ },
+ {
+  "dataset": "imperial_eskd",
+  "draw": 4,
+  "host": "server_2",
+  "work": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scsemi/work/imperial_eskd/fewshot_n5/draw4",
+  "variant": "rt",
+  "VARIANT": {
+   "variant": "rt",
+   "arm": "scsemi5rt",
+   "base_arm": "scsemi5",
+   "support_readout": "upstream (values <= 10 normalized units zeroed), re-read from the saved per-target model; control of the read-out re-run (equals the official output up to z sampling noise)",
+   "output_threshold": "values <= 10 zeroed",
+   "run_signature": "bf3b2a6f67de8817fb0f6cc6f85c443d84606d27a98f5226938f1c200fee8b42",
+   "upstream_commit": "c2aea021188759e56ecf14578915c0237aaa75d2",
+   "work": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scsemi/work_mirror/imperial_eskd/fewshot_n5/draw4",
+   "origin_host": "server_2",
+   "origin_work": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scsemi/work/imperial_eskd/fewshot_n5/draw4",
+   "tool": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scsemi/tools/resample_output_variants.py",
+   "tool_sha256": "a7201492483dceec6554c8de5c84865dca3cb9f3939fe306bf5832ef6c1bff32",
+   "environment": {
+    "torch": "2.11.0+cu130",
+    "scvi-tools": "1.4.1",
+    "scanpy": "1.11.5",
+    "anndata": "0.12.19",
+    "lightning": "2.6.6",
+    "numpy": "2.5.3",
+    "scikit-learn": "1.9.1"
+   },
+   "device": "cpu",
+   "seed_rule": "scvi.settings.seed = 20260927 + target bulk row (the wrapper's infer rule)",
+   "created_utc": "2026-10-03T17:26:05.944558+00:00"
+  }
+ }
+]
diff --git a/paper-releases/pbisc-diffusion/updates/20261003T174003Z-scsemi-readout-sensitivity/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scsemi/logs/output_variants_20261003T233047.log b/paper-releases/pbisc-diffusion/updates/20261003T174003Z-scsemi-readout-sensitivity/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scsemi/logs/output_variants_20261003T233047.log
new file mode 100644
index 0000000000000000000000000000000000000000..eea9d27e1ee6beb84f512edb2a534f093a2b32a0
--- /dev/null
+++ b/paper-releases/pbisc-diffusion/updates/20261003T174003Z-scsemi-readout-sensitivity/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scsemi/logs/output_variants_20261003T233047.log
@@ -0,0 +1,24 @@
+2026-10-03T23:30:47 queue /home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scsemi/queues/output_variants_test_20261003.txt
+2026-10-03T23:30:47 ji2025_chili/draw0: resample (nt, rt)
+Running as unit: scsemi-rs-ji2-fs0-20261003T233047.service; invocation ID: be8d4f41840a4adbaeef5d85f1fa8e9f
+unit=scsemi-rs-ji2-fs0-20261003T233047 log=/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scsemi/logs/rs-ji2-fs0_20261003T233047.log
+unit scsemi-rs-ji2-fs0-20261003T233047 finished rc=0
+Running as unit: scsemi-exnt-ji2-fs0-20261003T233200.service; invocation ID: 7660669d628c4983a0c56df11e5f9f21
+unit=scsemi-exnt-ji2-fs0-20261003T233200 log=/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scsemi/logs/exnt-ji2-fs0_20261003T233200.log
+unit scsemi-exnt-ji2-fs0-20261003T233200 finished rc=0
+Running as unit: scsemi-vant-ji2-fs0-20261003T233233.service; invocation ID: 32e3bd047d2b4b6b8a8c200da5100d0f
+unit=scsemi-vant-ji2-fs0-20261003T233233 log=/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scsemi/logs/vant-ji2-fs0_20261003T233233.log
+unit scsemi-vant-ji2-fs0-20261003T233233 finished rc=0
+Running as unit: scsemi-exrt-ji2-fs0-20261003T233246.service; invocation ID: c7497c10f9d04b64ba2c4e8d7bf11c74
+unit=scsemi-exrt-ji2-fs0-20261003T233246 log=/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scsemi/logs/exrt-ji2-fs0_20261003T233246.log
+unit scsemi-exrt-ji2-fs0-20261003T233246 finished rc=0
+Running as unit: scsemi-vart-ji2-fs0-20261003T233259.service; invocation ID: f991dbc8c31744c7adb449f0fc7ad7f9
+unit=scsemi-vart-ji2-fs0-20261003T233259 log=/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scsemi/logs/vart-ji2-fs0_20261003T233259.log
+unit scsemi-vart-ji2-fs0-20261003T233259 finished rc=0
+2026-10-03T23:33:12 ji2025_chili/draw0: nt shards removed after validation (sha in receipts)
+2026-10-03T23:33:12 ji2025_chili/draw0: exported + validated: nt 25 targets, max diff 3e-05; rt 25 targets, max diff 2.9e-05; 
+2026-10-03T23:33:12 ji2025_chili/draw0: scoring scsemi5nt
+2026-10-03T23:33:26 ji2025_chili/draw0: scoring scsemi5rt
+2026-10-03T23:33:35 ji2025_chili/draw0: scored: scsemi5 {'comp_l1': 0.574, 'coverage': 0.152, 'precision': 0.797, 'contrast_pseudobulk_log1p_cpm_r_gen': 0.058, 'deg_top50_sum': 0}; scsemi5nt {'comp_l1': 0.56, 'coverage': 0.583, 'precision': 0.887, 'contrast_pseudobulk_log1p_cpm_r_gen': 0.11, 'deg_top50_sum': 0}; scsemi5rt {'comp_l1': 0.573, 'coverage': 0.153, 'precision': 0.795, 'contrast_pseudobulk_log1p_cpm_r_gen': 0.058, 'deg_top50_sum': 0}; 
+2026-10-03T23:33:40 ji2025_chili/draw0: nt NPZ moved to spark-0110
+2026-10-03T23:33:40 queue finished