rows { options { physical_type: PHYSICAL_STREAM_TYPE_QUADS max_name_table_size: 128 max_prefix_table_size: 16 max_datatype_table_size: 16 logical_type: LOGICAL_STREAM_TYPE_DATASETS version: 2 } } rows { prefix { value: "https://w3id.org/sciencelive/np/" } } rows { name { value: "RAtYPP0Z0nsACz8KP0sIHBvrnXf8390hliiM-GtrdLgyE" } } rows { namespace { name: "this" value { prefix_id: 1 } } } rows { prefix { value: "https://w3id.org/sciencelive/np/RAtYPP0Z0nsACz8KP0sIHBvrnXf8390hliiM-GtrdLgyE/" } } rows { name { } } rows { namespace { name: "sub" value { prefix_id: 2 } } } rows { prefix { value: "http://www.nanopub.org/nschema#" } } rows { namespace { name: "np" value { prefix_id: 3 name_id: 2 } } } rows { prefix { value: "http://www.w3.org/1999/02/22-rdf-syntax-ns#" } } rows { namespace { name: "rdf" value { prefix_id: 4 name_id: 2 } } } rows { prefix { value: "http://www.w3.org/ns/prov#" } } rows { namespace { name: "prov" value { prefix_id: 5 name_id: 2 } } } rows { prefix { value: "http://purl.org/nanopub/x/" } } rows { namespace { name: "npx" value { prefix_id: 6 name_id: 2 } } } rows { prefix { value: "http://purl.org/dc/terms/" } } rows { namespace { name: "dc" value { prefix_id: 7 name_id: 2 } } } rows { prefix { value: "http://www.w3.org/2001/XMLSchema#" } } rows { namespace { name: "xsd" value { prefix_id: 8 name_id: 2 } } } rows { name { value: "hasAssertion" } } rows { name { value: "assertion" } } rows { name { value: "Head" } } rows { quad { s_iri { prefix_id: 1 name_id: 1 } p_iri { prefix_id: 3 name_id: 3 } o_iri { prefix_id: 2 } g_iri { } } } rows { name { value: "hasProvenance" } } rows { name { value: "provenance" } } rows { quad { p_iri { prefix_id: 3 } o_iri { prefix_id: 2 } } } rows { name { value: "hasPublicationInfo" } } rows { name { value: "pubinfo" } } rows { quad { p_iri { prefix_id: 3 } o_iri { prefix_id: 2 } } } rows { name { value: "type" } } rows { name { value: "Nanopublication" } } rows { quad { p_iri { prefix_id: 4 } o_iri { prefix_id: 3 } } } rows { name { value: "cellprofiler-ar-tracking-outcome" } } rows { prefix { value: "http://schema.org/" } } rows { name { value: "endDate" } } rows { datatype { value: "http://www.w3.org/2001/XMLSchema#date" } } rows { quad { s_iri { prefix_id: 2 } p_iri { prefix_id: 9 } o_literal { lex: "2026-06-22" datatype: 1 } g_iri { prefix_id: 2 name_id: 4 } } } rows { prefix { value: "https://w3id.org/sciencelive/o/terms/" } } rows { name { value: "FORRT-Replication-Outcome" } } rows { quad { p_iri { prefix_id: 4 name_id: 10 } o_iri { prefix_id: 10 name_id: 14 } } } rows { prefix { value: "http://www.w3.org/2000/01/rdf-schema#" } } rows { name { value: "label" } } rows { quad { p_iri { prefix_id: 11 } o_literal { lex: "CellProfiler tracker recovers coherent atmospheric-river tracks cross-discipline" } } } rows { name { value: "hasConclusionDescription" } } rows { quad { p_iri { prefix_id: 10 } o_literal { lex: "he CellProfiler object-tracking pipeline (IdentifyPrimaryObjects + TrackObjects, Overlap method), built to follow dividing nuclei in fluorescence time-lapse and applied without modification, detects and tracks atmospheric rivers across an ERA5 IVT time-series. On the early-February 2017 North Pacific atmospheric-river sequence (6-hourly), it recovered five distinct AR tracks across the ten-day window and followed one persistent river for twenty-two consecutive 6-hourly steps (about five and a half days). The same Galaxy CellProfiler workflow runs end-to-end on Galaxy Europe (usegalaxy.eu) with all thirteen steps green \342\200\224 including the final Run CellProfiler pipeline runner \342\200\224 producing TrackObjects tracking measurements on a public history, demonstrating the cross-discipline method transfer executes in the Galaxy environment. The bioimaging \"track many bright objects, including ones that divide\" behaviour therefore carries over to Earth-system object tracking." } } } rows { name { value: "hasConfidenceLevel" } } rows { name { value: "Moderate" } } rows { quad { p_iri { } o_iri { } } } rows { name { value: "hasEvidenceDescription" } } rows { quad { p_iri { } o_literal { lex: "ERA5 IVT, North Pacific (15-60N, 170-250E), 2017-02-02 to 2017-02-11, 6-hourly, ARCO-ERA5 (anonymous). Detection used the Guan & Waliser (2015) criteria (IVT > 250, length > 2000 km, length/width > 2, poleward flux > 50). Local same-algorithm path (results/track_summary.json): 5 AR tracks; mean 1.33 ARs per detected frame; longest track = 22 frames (about 5.5 days); maximum AR length = 9,559 km; peak IVT in window = 1,625 kg m^-1 s^-1. Per-object tracks (frame, time, track_id, centroid, length_km, IVT, poleward) are in results/tracks.csv; the headline montage + recovered trajectories are in figures/main_result.png and the ARs-per-timestep + peak-IVT plot in figures/robustness.png. Galaxy Europe verification (live, 2026-06-23): workflow/main_workflow.ga \342\200\224 rebuilt from the GTN tutorial\'s own workflow (gxy.io/GTN:T00516) and retargeted to the IVT frames \342\200\224 runs end-to-end with all 13 steps green, including the final Run CellProfiler pipeline runner; the run produced TrackObjects tracking tables (93 object-instances across the series, 11 TrackObjects columns incl. displacement, distance-travelled, lifetime, trajectory) and tracked PNGs on a public history (https://usegalaxy.eu/histories/view?id=11ac94870d0bb33ad591597e3e548295). The Galaxy run uses the tutorial\'s default CellProfiler parameters; the quantitative AR characterisation above (Guan & Waliser criteria) is the byte-comparable local same-algorithm path.\n\nGithub repository: https://github.com/annefou/fiesta-galaxy-cellprofiler-eo" } } } rows { name { value: "hasLimitationsDescription" } } rows { quad { p_iri { } o_literal { lex: "This establishes feasibility of cross-discipline method transfer, not detection accuracy: the recovered ARs are not benchmarked against an independent reference catalog (e.g. tARget/ARTMIP), so agreement with community AR databases is not quantified here. A single basin and a single multi-day event were analysed, with one fixed IVT threshold (250 kg m^-1 s^-1) rather than the percentile-based threshold used in some catalogs. The Galaxy run executes end-to-end but uses the tutorial\'s default CellProfiler parameters (object size and threshold inherited from gxy.io/GTN:T00516), so its tracked objects are not filtered by the AR-specific geometric and physical criteria; the quantitative AR tracks reported here are from the byte-comparable local same-algorithm path, which applies the full Guan & Waliser criteria." } } } rows { name { value: "hasOutcomeRepository" } } rows { prefix { value: "https://doi.org/10.5281/" } } rows { name { value: "zenodo.20811614" } } rows { quad { p_iri { } o_iri { prefix_id: 12 } } } rows { name { value: "hasValidationStatus" } } rows { name { value: "Validated" } } rows { quad { p_iri { prefix_id: 10 } o_iri { } } } rows { name { value: "isOutcomeOf" } } rows { prefix { value: "https://w3id.org/sciencelive/np/RAMCIV3OiYyQl2edJEQxH6x7_b8-1JB-d8meP6o9pJU5s/" } } rows { name { value: "cellprofiler-ar-tracking-study" } } rows { quad { p_iri { } o_iri { prefix_id: 13 } } } rows { name { value: "wasAttributedTo" } } rows { prefix { value: "https://orcid.org/" } } rows { name { value: "0000-0002-1784-2920" } } rows { quad { s_iri { prefix_id: 2 name_id: 4 } p_iri { prefix_id: 5 name_id: 27 } o_iri { prefix_id: 14 } g_iri { prefix_id: 2 name_id: 7 } } } rows { prefix { value: "http://xmlns.com/foaf/0.1/" } } rows { name { value: "name" } } rows { quad { s_iri { prefix_id: 14 name_id: 28 } p_iri { prefix_id: 15 } o_literal { lex: "Anne Fouilloux" } g_iri { prefix_id: 2 name_id: 9 } } } rows { name { value: "created" } } rows { datatype { value: "http://www.w3.org/2001/XMLSchema#dateTime" } } rows { quad { s_iri { prefix_id: 1 name_id: 1 } p_iri { prefix_id: 7 name_id: 30 } o_literal { lex: "2026-06-23T10:20:36.207Z" datatype: 2 } } } rows { name { value: "creator" } } rows { quad { p_iri { } o_iri { prefix_id: 14 name_id: 28 } } } rows { name { value: "license" } } rows { prefix { value: "https://creativecommons.org/licenses/by/4.0/" } } rows { quad { p_iri { prefix_id: 7 name_id: 32 } o_iri { prefix_id: 16 name_id: 2 } } } rows { name { value: "introduces" } } rows { quad { p_iri { prefix_id: 6 name_id: 33 } o_iri { prefix_id: 2 name_id: 12 } } } rows { name { value: "wasCreatedAt" } } rows { prefix { id: 8 value: "https://" } } rows { name { value: "platform.sciencelive4all.org" } } rows { quad { p_iri { prefix_id: 6 name_id: 34 } o_iri { prefix_id: 8 } } } rows { quad { p_iri { prefix_id: 11 name_id: 15 } o_literal { lex: "CellProfiler tracker recovers coherent atmospheric-river tracks cross-discipline" } } } rows { prefix { id: 3 value: "https://w3id.org/np/o/ntemplate/" } } rows { name { value: "wasCreatedFromTemplate" } } rows { prefix { id: 9 value: "https://w3id.org/np/" } } rows { name { value: "RA2zljn0Nw9SadppOyxZoh-_Rxosslrq-vYG-p9SttnJE" } } rows { quad { p_iri { prefix_id: 3 name_id: 36 } o_iri { prefix_id: 9 } } } rows { name { value: "sig" } } rows { name { value: "hasAlgorithm" } } rows { quad { s_iri { prefix_id: 2 } p_iri { prefix_id: 6 } o_literal { lex: "RSA" } } } rows { name { value: "hasPublicKey" } } rows { quad { p_iri { } o_literal { lex: "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" } } } rows { name { value: "hasSignature" } } rows { quad { p_iri { } o_literal { lex: "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" } } } rows { name { value: "hasSignatureTarget" } } rows { quad { p_iri { } o_iri { prefix_id: 1 name_id: 1 } } } rows { name { value: "signedBy" } } rows { quad { p_iri { prefix_id: 6 name_id: 43 } o_iri { prefix_id: 14 name_id: 28 } } }