https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc/Head https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc http://www.nanopub.org/nschema#hasAssertion https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc/assertion https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc http://www.nanopub.org/nschema#hasProvenance https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc/provenance https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc http://www.nanopub.org/nschema#hasPublicationInfo https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc/pubinfo https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://www.nanopub.org/nschema#Nanopublication https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc/assertion https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc/jws-geolocation-pangeo-fish-replication-study http://www.w3.org/1999/02/22-rdf-syntax-ns#type https://w3id.org/sciencelive/o/terms/FORRT-Replication-Study https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc/jws-geolocation-pangeo-fish-replication-study http://www.w3.org/1999/02/22-rdf-syntax-ns#type https://w3id.org/sciencelive/o/terms/Replication-Study https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc/jws-geolocation-pangeo-fish-replication-study http://www.w3.org/2000/01/rdf-schema#label Open temperature-at-depth replication of juvenile white shark geolocations using a HEALPix hidden Markov model https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc/jws-geolocation-pangeo-fish-replication-study http://www.w3.org/2004/02/skos/core#related http://www.wikidata.org/entity/Q123349905 https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc/jws-geolocation-pangeo-fish-replication-study http://www.w3.org/2004/02/skos/core#related http://www.wikidata.org/entity/Q129026 https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc/jws-geolocation-pangeo-fish-replication-study http://www.w3.org/2004/02/skos/core#related http://www.wikidata.org/entity/Q131143720 https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc/jws-geolocation-pangeo-fish-replication-study http://www.w3.org/2004/02/skos/core#related http://www.wikidata.org/entity/Q176769 https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc/jws-geolocation-pangeo-fish-replication-study http://www.w3.org/2004/02/skos/core#related http://www.wikidata.org/entity/Q5629401 https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc/jws-geolocation-pangeo-fish-replication-study https://w3id.org/sciencelive/o/terms/hasDeviationDescription This is a different-methodology replication, so the whole geolocation engine differs from the original — that difference is the point, not a deviation to apologise for. The deliberate configuration choices and honest exclusions that bound the comparison: 1. Minimal configuration by design. The open method is run with a single emission signal (temperature-at-depth only) and only the release and pop-up endpoints as anchors. It does NOT use the light levels or satellite-SST that the original GPE3 method fuses, nor the acoustic-receiver detections available for many of these sharks, nor multi-variable (temperature-plus-salinity) or bathymetry constraints — all of which pangeo-fish supports. The result is therefore a floor for this bare configuration, not a ceiling for the method. 2. Original method is proprietary and not recomputed. GPE3 (Wildlife Computers, a discretised hidden Markov model fusing light, SST and known endpoints, requiring a user-supplied mean-swim-speed prior) cannot be re-run; its already-released track outputs are used as the comparison baseline. 3. Implementation note. The fit/decode uses pangeo-fish's low-level EagerEstimator + EagerBoundsSearch path rather than the high-level optimize_pdf helper, which trips a pint/xarray incompatibility in the installed version. 4. Two honest exclusions from the analysed tag set. Tag 02_01 (a PAT2 unit) records only internal recorder temperature with no external ambient-water sensor, so the temperature-at-depth emission is invalid and the tag is dropped. Tag 06_10 is dropped because its basin-scale GLORYS reference subset repeatedly failed to download. One further recovered PAT tag has no co-deployed SPOT tag, so it has no Argos referee and contributes only a track-vs-GPE3 comparison, not an accuracy validation. https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc/jws-geolocation-pangeo-fish-replication-study https://w3id.org/sciencelive/o/terms/hasDiscipline http://www.wikidata.org/entity/Q7173 https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc/jws-geolocation-pangeo-fish-replication-study https://w3id.org/sciencelive/o/terms/hasMethodologyDescription Input data: the released biologging archive (data DOI https://doi.org/10.24431/rw1k6c3). From the metadata table, the recovered PAT tags carrying a full depth-and-temperature time-series are selected, and each tag's depth/temperature record is read from its per-deployment archive entry. Reference field: the GLORYS12V1 global ocean physical reanalysis (Copernicus Marine GLOBAL_MULTIYEAR_PHY_001_030), variable thetao (sea-water potential temperature), subset per tag to its deployment time window and a northeast-Pacific bounding box and accessed via the copernicusmarine client. Geolocation model: the open-source pangeo-fish hidden Markov model. For each timestep an emission likelihood is computed as the agreement between the tag's measured temperature-at-depth profile and the GLORYS thetao field; movement between timesteps is a Brownian-motion transition whose diffusion parameter (a spread in radians on the sphere, bounded by an assumed maximum swim speed) is fitted per tag by maximum likelihood. The state space is a HEALPix grid in NESTED ordering at refinement level 9 (about 6.4 km cells, matched to the GLORYS resolution; project convention is NESTED, never RING). Fitting and decoding use pangeo-fish's low-level EagerEstimator with an EagerBoundsSearch over the diffusion parameter, then the most-probable daily track is decoded. Track endpoints are anchored by the recorded release and pop-up positions. Validation/referee: for the tags that also carried a SPOT tag, the daily great-circle distance between the re-derived positions and the independent Argos satellite fixes is computed, and the same distance is computed for the released GPE3 track against those same fixes — so the open method and the original method are compared on a common, independent referee. The Argos fixes are the referee; GPE3 is a comparison baseline, not ground truth. Per-tag fitted diffusion and track-vs-GPE3 agreement are also recorded. https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc/jws-geolocation-pangeo-fish-replication-study https://w3id.org/sciencelive/o/terms/hasScopeDescription Scope: the daily geolocation product released for the juvenile white sharks in this data descriptor — specifically the computed positions of the recovered pop-up archival (PAT) tags, whose full depth and temperature time-series are available in the archive. In scope: re-deriving those daily positions independently and judging their accuracy against the co-deployed Argos satellite fixes that serve as the referee. Out of scope: the dataset's tag/individual coverage counts (a separate, trivial check, not pursued here); the SPOT-only deployments, which already are direct Argos positions and need no geolocation; the depth records and any downstream ecological inference (migration, habitat) drawn from the tracks in other papers. The released GPE3 tracks are treated as the comparison baseline, not as ground truth. https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc/jws-geolocation-pangeo-fish-replication-study https://w3id.org/sciencelive/o/terms/targetsClaim https://w3id.org/sciencelive/np/RAP_yKWtMNvf6BzHWga9CEkv25gi5XKS8eftwdqA5ocQ4/open-geolocation-reproduces-white-shark-positions https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc/provenance https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc/assertion http://www.w3.org/ns/prov#wasAttributedTo https://orcid.org/0000-0002-1784-2920 https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc/pubinfo https://orcid.org/0000-0002-1784-2920 http://xmlns.com/foaf/0.1/name Anne Fouilloux https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc http://purl.org/dc/terms/created 2026-06-06T08:28:36.984Z https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc http://purl.org/dc/terms/creator https://orcid.org/0000-0002-1784-2920 https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc http://purl.org/dc/terms/license https://creativecommons.org/licenses/by/4.0/ https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc http://purl.org/nanopub/x/introduces https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc/jws-geolocation-pangeo-fish-replication-study https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc http://purl.org/nanopub/x/wasCreatedAt https://platform.sciencelive4all.org https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc http://www.w3.org/2000/01/rdf-schema#label Open temperature-at-depth replication of juvenile white shark geolocations using a HEALPix hidden Markov model https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc https://w3id.org/np/o/ntemplate/wasCreatedFromTemplate https://w3id.org/np/RAuLEjPp-4dTvPwMkfHggTto1CgjIftiGRAgHlyeEonjQ https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc/sig http://purl.org/nanopub/x/hasAlgorithm RSA https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc/sig http://purl.org/nanopub/x/hasPublicKey MIICIjANBgkqhkiG9w0BAQEFAAOCAg8AMIICCgKCAgEAoDcOiD+jen8awiJ6DB2ewDw66PeG64hODmgNFwy7GrwQui4HKnHdvxd++1UhTgiOfycxyxBb7sXPSikLw/1TsSyPsEl0P3/+600szxpTGgLNzW+bZ2DVP3d8ERMV1aWpH0ci3B/5vmK+vXQZ4uCoq57NE0MiFg5c13Gy0gd6n7wZYEhYM4AjWSLL0QS/HY+TFZMYL9bCFeATennGrlB2UEjRlw21UB2Ah16ZZ6hxQlfctFJZE7TGnBJPB3ttTjfcOfamhjZVwQ0yV9mv7x6PGiSmkzpJTVLjn8hagoKT05YUwVQArFb+w7f6sXqvvljMigjd/Rbqgbye/lLUAZLfJSnFM58TubfpEJvXV4zNMDEoT3VQ7dokgoLgMrmjZCKATtQ7gomocoTJ1NhN2esRNtGzWaS2obL/mueUQlMlavssZnqL8WICkdAuDlwDVNbsbwEWKQ50kiPdAdduSigifxA4CM7TgvnxqZVoAResEGP6UhTTem3T4CsbEas1Caj9wa7M1jPjACu5LF5BwcVns3ZQHWLipjRjD+9/ur3G8QtuxbNhmXlDYQ6tXxB1lK+Oz7O519b3bA15ilzFl0SdvMBGTe46xaQ9DsJT18THKnPbUhNMy0dH0VtzpB+EEaXZ25Fp9VHMEUqo1lLS9e89eO3efiqkESKQ7wmB+/DlIRcCAwEAAQ== https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc/sig http://purl.org/nanopub/x/hasSignature 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 https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc/sig http://purl.org/nanopub/x/hasSignatureTarget https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc https://w3id.org/sciencelive/np/RAJORCDMYesWFnx1nBV3j0dX-c9ibDOFLFWFdT0nCgEIc/sig http://purl.org/nanopub/x/signedBy https://orcid.org/0000-0002-1784-2920