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"reviewer_id": null, "robust_priority": 0.20284697510000002, "robust_rank": 2520, "split": "train", "stratum": "random_sample" }, { "cell_line": "Huh7", "file_name": "Huh7_Phase_A12_1_03d20h00m_4.tif", "if_priority": 0.5328185328, "if_rank": 1705, "is_known_case": false, "judgment": null, "low_count_rank": 260, "n_annotations": 57, "random_rank": 699, "reason": null, "record_key": "test:511", "reviewer_expertise": null, "reviewer_id": null, "robust_priority": 0.18146718150000002, "robust_rank": 2579, "split": "test", "stratum": "random_sample" }, { "cell_line": "MCF7", "file_name": "MCF7_Phase_H4_2_02d08h00m_3.tif", "if_priority": 0.4921135647, "if_rank": 1839, "is_known_case": false, "judgment": null, "low_count_rank": 2601, "n_annotations": 546, "random_rank": 1151, "reason": null, "record_key": "test:346", "reviewer_expertise": null, "reviewer_id": null, "robust_priority": 0.2555205047, "robust_rank": 2377, "split": "test", "stratum": "random_sample" }, { "cell_line": "SHSY5Y", "file_name": "SHSY5Y_Phase_C10_2_02d04h00m_1.tif", "if_priority": 0.48675496690000003, "if_rank": 1850, "is_known_case": false, "judgment": null, "low_count_rank": 2664, "n_annotations": 600, "random_rank": 224, "reason": null, "record_key": "train:3065", "reviewer_expertise": null, "reviewer_id": null, "robust_priority": 0.619205298, "robust_rank": 1275, "split": "train", "stratum": "random_sample" }, { "cell_line": "Huh7", "file_name": "Huh7_Phase_A11_1_02d12h00m_2.tif", "if_priority": 0.44787644790000003, "if_rank": 1934, "is_known_case": false, "judgment": null, "low_count_rank": 85, "n_annotations": 42, "random_rank": 30, "reason": null, "record_key": "val:303", "reviewer_expertise": null, "reviewer_id": null, "robust_priority": 0.5405405405, "robust_rank": 1486, "split": "val", "stratum": "random_sample" }, { "cell_line": "MCF7", "file_name": "MCF7_Phase_F4_1_00d20h00m_2.tif", "if_priority": 0.3943217666, "if_rank": 2083, "is_known_case": false, "judgment": null, "low_count_rank": 1109, "n_annotations": 151, "random_rank": 1239, "reason": null, "record_key": "train:1278", "reviewer_expertise": null, "reviewer_id": null, "robust_priority": 0.5331230284, "robust_rank": 1512, "split": "train", "stratum": "random_sample" }, { "cell_line": "BT474", "file_name": "BT474_Phase_A3_1_03d16h00m_4.tif", "if_priority": 0.3202846975, "if_rank": 2275, "is_known_case": false, "judgment": null, "low_count_rank": 1225, "n_annotations": 165, "random_rank": 1215, "reason": null, "record_key": "val:39", "reviewer_expertise": null, "reviewer_id": null, "robust_priority": 0.409252669, "robust_rank": 1906, "split": "val", "stratum": "random_sample" }, { "cell_line": "Huh7", "file_name": "Huh7_Phase_A12_2_02d16h00m_4.tif", "if_priority": 0.3127413127, "if_rank": 2300, "is_known_case": false, "judgment": null, "low_count_rank": 252, "n_annotations": 56, "random_rank": 111, "reason": null, "record_key": "test:818", "reviewer_expertise": null, "reviewer_id": null, "robust_priority": 0.2277992278, "robust_rank": 2446, "split": "test", "stratum": "random_sample" }, { "cell_line": "SKOV3", "file_name": "SKOV3_Phase_F4_2_00d20h00m_4.tif", "if_priority": 0.20812182740000001, "if_rank": 2624, "is_known_case": false, "judgment": null, "low_count_rank": 385, "n_annotations": 69, "random_rank": 186, "reason": null, "record_key": "test:1377", "reviewer_expertise": null, "reviewer_id": null, "robust_priority": 0.1878172589, "robust_rank": 2559, "split": "test", "stratum": "random_sample" }, { "cell_line": "Huh7", "file_name": "Huh7_Phase_A12_2_01d04h00m_4.tif", "if_priority": 0.1467181467, "if_rank": 2769, "is_known_case": false, "judgment": null, "low_count_rank": 399, "n_annotations": 71, "random_rank": 2399, "reason": null, "record_key": "test:847", "reviewer_expertise": null, "reviewer_id": null, "robust_priority": 0.1351351351, "robust_rank": 2696, "split": "test", "stratum": "random_sample" }, { "cell_line": "SkBr3", "file_name": "SkBr3_Phase_F3_2_03d00h00m_4.tif", "if_priority": 0.09570957100000001, "if_rank": 2875, "is_known_case": false, "judgment": null, "low_count_rank": 2366, "n_annotations": 413, "random_rank": 759, "reason": null, "record_key": "train:2345", "reviewer_expertise": null, "reviewer_id": null, "robust_priority": 0.23762376240000002, "robust_rank": 2425, "split": "train", "stratum": "random_sample" } ], "review_criteria": [ "Does the image show a cell population consistent with an unexpectedly low or unusually distributed annotation count?", "Are there visible unannotated cells?", "Is the image acquisition obviously degraded (focus, exposure, artefact)?", "Is the annotation plausible despite the low count?" ], "reviewer_note": "no qualified scientific reviewer is currently supplied; no judgment, reason or expertise field is fabricated and no expert validation is claimed. Real-world precision is unmeasured.", "reviewers": [], "sampling_caveat": "enriched (top-ranked + random) sample; do not read an unweighted population precision estimate from it", "sampling_method": "disjoint strata: top Isolation Forest (seed 42), top robust statistical baseline, top low-count baseline, then a deterministic random sample of the remainder (seed 42); each stratum takes up to 25 rows already not selected by an earlier stratum", "status": "awaiting_scientific_review", "strata": [ "top_isolation_forest", "top_robust_baseline", "top_low_count_baseline", "random_sample" ] }