{"dataset":{"id":"56206","dataset_id":"on004276","name":"Auditory single word recognition in MEG","description":"This dataset comprises magnetoencephalography (MEG) recordings of auditory single word recognition in human subjects. Participants listened to isolated words while neural activity was recorded, providing insights into the temporal dynamics of auditory word comprehension. The dataset is described in Gaston et al. (2022) 'Auditory word comprehension is less incremental in isolated words' published in Neurobiology of Language. The dataset includes raw MEG data, stimulus information, and associated metadata organized according to the Brain Imaging Data Structure (BIDS) standard. This is a NEMAR-converted version of OpenNeuro dataset ds004276.","owner_user_id":15,"status":"active","github_repo":"nemarDatasets/on004276","concept_doi":"10.82901/nemar.on004276","latest_version_doi":"10.82901/nemar.on004276.v1.0.0","created_at":"2026-06-23 21:01:43","updated_at":"2026-07-10 22:27:47","zenodo_concept_id":null,"is_sandbox":0,"visibility":"public","ezid_status":"public","enrichment_json":"{\n  \"version\": \"2.0\",\n  \"pipeline_stage\": \"enriched\",\n  \"title\": \"Auditory single word recognition in MEG\",\n  \"description\": \"This dataset comprises magnetoencephalography (MEG) recordings of auditory single word recognition in human subjects. Participants listened to isolated words while neural activity was recorded, providing insights into the temporal dynamics of auditory word comprehension. The dataset is described in Gaston et al. (2022) 'Auditory word comprehension is less incremental in isolated words' published in Neurobiology of Language. The dataset includes raw MEG data, stimulus information, and associated metadata organized according to the Brain Imaging Data Structure (BIDS) standard. This is a NEMAR-converted version of OpenNeuro dataset ds004276.\",\n  \"license\": \"CC0\",\n  \"dataset_type\": \"raw\",\n  \"authors\": {\n    \"Phoebe Gaston\": {},\n    \"Christian Brodbeck\": {},\n    \"Colin Phillips\": {},\n    \"Ellen Lau\": {}\n  },\n  \"keywords\": [\n    {\n      \"term\": \"MEG\"\n    },\n    {\n      \"term\": \"auditory processing\"\n    },\n    {\n      \"term\": \"word recognition\"\n    },\n    {\n      \"term\": \"lexical decision\"\n    },\n    {\n      \"term\": \"auditory lexical decision\"\n    },\n    {\n      \"term\": \"magnetoencephalography\"\n    },\n    {\n      \"term\": \"neuroimaging\"\n    },\n    {\n      \"term\": \"MALD\"\n    }\n  ],\n  \"related_identifiers\": [\n    {\n      \"identifier\": \"https://github.com/nemarDatasets/on004276\",\n      \"identifier_type\": \"URL\",\n      \"relation_type\": \"IsDescribedBy\"\n    },\n    {\n      \"identifier\": \"https://nemar.org/dataexplorer/detail?dataset_id=on004276\",\n      \"identifier_type\": \"URL\",\n      \"relation_type\": \"IsDescribedBy\"\n    },\n    {\n      \"identifier\": \"10.21105/joss.01896\",\n      \"identifier_type\": \"DOI\",\n      \"relation_type\": \"IsDescribedBy\"\n    },\n    {\n      \"identifier\": \"10.1038/sdata.2018.110\",\n      \"identifier_type\": \"DOI\",\n      \"relation_type\": \"References\"\n    },\n    {\n      \"identifier\": \"10.3758/s13428-018-1056-1\",\n      \"identifier_type\": \"DOI\",\n      \"relation_type\": \"IsSupplementedBy\"\n    },\n    {\n      \"identifier\": \"10.1162/nol_a_00069\",\n      \"identifier_type\": \"DOI\",\n      \"relation_type\": \"IsDescribedBy\"\n    },\n    {\n      \"identifier\": \"10.18112/openneuro.ds004276.v1.0.0\",\n      \"identifier_type\": \"DOI\",\n      \"relation_type\": \"IsDerivedFrom\"\n    }\n  ],\n  \"funding_references\": [\n    {\n      \"funder_name\": \"NSF\",\n      \"award_number\": \"BCS-1749407\"\n    }\n  ],\n  \"resource_type_general\": \"Dataset\",\n  \"resource_type_specific\": \"Neuroimaging Dataset\",\n  \"modalities\": [\n    \"beh\",\n    \"meg\"\n  ],\n  \"sizes\": [\n    \"12.5 GB (20 files)\"\n  ],\n  \"formats\": [\n    \".fif\",\n    \".json\",\n    \".md\",\n    \".tsv\",\n    \".yml\"\n  ],\n  \"methods_description\": \"MEG data were collected during an auditory word recognition task using stimuli from the Massive Auditory Lexical Decision (MALD) database. Data were converted to BIDS format using MNE-BIDS.\",\n  \"source_hash\": \"2e2351582a55081b2340befb8b32ac6e84d7ba12bfbbaf3f21971281b404b06f\"\n}","last_activity_at":"2026-06-23 21:01:43","source":"openneuro","source_id":"ds004276","subject_count":19,"modalities":"beh,meg","age_min":18,"age_max":30,"file_size":12467040532,"total_files":139,"tasks":"noise,words","metadata_columns_error":null,"staleness_warn_stage":null,"staleness_admin_notified_at":null,"authors":"Phoebe Gaston, Christian Brodbeck, Colin Phillips, Ellen Lau","license":"CC0","readme":"[![DOI](https://img.shields.io/badge/DOI-10.82901%2Fnemar.on004276-blue)](https://doi.org/10.82901/nemar.on004276)\n\n# Auditory single word recognition in MEG\n\nThis dataset is described in Gaston et al. (2022).\n\nStimuli and TextGrids are available from the Massive Auditory Lexical Decision database (Tucker et al., 2019).\n\nConverted to BIDS using MNE-BIDS (Appelhoff et al., 2019; Niso et al., 2018).\n\n\n# References\n\nAppelhoff, S., Sanderson, M., Brooks, T., Vliet, M., Quentin, R., Holdgraf, C., Chaumon, M., Mikulan, E., Tavabi, K., Höchenberger, R., Welke, D., Brunner, C., Rockhill, A., Larson, E., Gramfort, A. and Jas, M. (2019). MNE-BIDS: Organizing electrophysiological data into the BIDS format and facilitating their analysis. Journal of Open Source Software 4: (1896). https://doi.org/10.21105/joss.01896\n\nGaston, P., Brodbeck, C., Phillips, C., & Lau, E. (2022). Auditory word comprehension is less incremental in isolated words. Neurobiology of Language\n\nNiso, G., Gorgolewski, K. J., Bock, E., Brooks, T. L., Flandin, G., Gramfort, A., Henson, R. N., Jas, M., Litvak, V., Moreau, J., Oostenveld, R., Schoffelen, J., Tadel, F., Wexler, J., Baillet, S. (2018). MEG-BIDS, the brain imaging data structure extended to magnetoencephalography. Scientific Data, 5, 180110. https://doi.org/10.1038/sdata.2018.110\n\nTucker, B. V., Brenner, D., Danielson, D. K., Kelley, M. C., Nenadić, F., & Sims, M. (2019). The Massive Auditory Lexical Decision (MALD) database. Behavior Research Methods, 51(3), 1187–1204. https://doi.org/10.3758/s13428-018-1056-1\n","bids_version":"1.6.0","sessions_count":1,"publish_date":null,"embedding_dirty":0,"license_tier":"public","zarr_status":"ready","zarr_converted_at":"2026-08-05 14:20:53","zarr_store_count":13,"zarr_index_etag":"d2f2e1c0a90488592f28b20fbbf4b676","zarr_source_commit":"77133fb32431d2a17bddd289ae06cea394801f0e","archive_status":"ready","archive_size":9567403790,"archive_retry_count":0,"records_status":"ready","archive_skip_reason":null,"zarr_errors":6,"zarr_failure_count":6,"zarr_deterministic":1,"zarr_failed_at":"2026-08-05 14:20:53","num_dataset_citations":1,"num_datapaper_citations":0,"n_channels":null,"electrode_system":null,"has_hed":0,"hed_version":null,"is_exemplar":0,"bytes_present":12464676072,"data_complete":1,"withdrawn_at":null,"withdrawn_reason":null,"archive_complete":null,"archive_absent_files":null,"archive_declared_files":null,"zarr_pool_breaks":null,"total_recording_duration":12470,"recording_duration_min":120,"recording_duration_max":1102,"recording_count":19,"recordings_unavailable":6,"recordings_measured":13,"channel_count_min":193,"channel_count_max":193,"sampling_frequency":null,"power_line_frequency":null,"eeg_reference":null,"placement_scheme":null,"sweep_stamps":"{\"enrichment_updated_at\":\"2026-06-23 21:09:36\",\"metadata_updated_at\":\"2026-06-23 21:09:42\",\"archive_checked_at\":\"2026-06-23 21:16:48\",\"zarr_checked_at\":null,\"records_checked_at\":\"2026-06-23 21:11:03\",\"citations_updated_at\":\"2026-09-08 03:00:52\",\"channel_montage_checked_at\":null,\"hed_checked_at\":\"2026-06-30 04:55:18\",\"data_checked_at\":\"2026-08-08 03:00:50\",\"availability_report_at\":\"2026-07-23 01:17:46\",\"recording_stats_at\":\"2026-09-02 11:32:41\",\"signal_defaults_at\":\"2026-09-02 12:09:35\"}","participants":19,"num_citations":1,"latest_version":"v1.0.0","zarr_verify_status":null,"zarr_verified_at":null,"owner_username":"nemarAdmin","owner_github":"nemarAdmin","file_size_formatted":"11.61 GB","zarr_data_failures":{"count":6,"detail_ref":"zarr/index.json","compacted_by":"migration_0074"},"zarr_index_url":"https://zarr.nemar.org/on004276/zarr/index.json","attestation_deposit_type":null,"attestation_key_status":null,"attestation_deidentified":null,"attestation_no_duplicate":null,"attestation_upstream_source":null,"attestation_accepted_at":null}}