{"dataset":{"id":"59947","dataset_id":"on005059","name":"Paired Associates Learning: Memory for Word Pairs in Cued Recall","description":"This dataset contains intracranial electrophysiological (iEEG) recordings and behavioral event data from patients performing a paired associates memory task, collected across multiple clinical sites in collaboration with the Computational Memory Lab at the University of Pennsylvania. Participants studied pairs of words, completed a distractor arithmetic task, and performed cued recall to test memory for word pairs. The dataset supports research into the neural basis of associative memory encoding and retrieval using intracranial recordings.","owner_user_id":15,"status":"active","github_repo":"nemarDatasets/on005059","concept_doi":"10.82901/nemar.on005059","latest_version_doi":"10.82901/nemar.on005059.v1.0.0","created_at":"2026-06-26 06:01:47","updated_at":"2026-08-19 02:09:33","zenodo_concept_id":null,"is_sandbox":0,"visibility":"public","ezid_status":"public","enrichment_json":"{\n  \"version\": \"2.0\",\n  \"pipeline_stage\": \"validated\",\n  \"title\": \"Paired Associates Learning: Memory for Word Pairs in Cued Recall\",\n  \"description\": \"This dataset contains intracranial electrophysiological (iEEG) recordings and behavioral event data from patients performing a paired associates memory task, collected across multiple clinical sites in collaboration with the Computational Memory Lab at the University of Pennsylvania. Participants studied pairs of words, completed a distractor arithmetic task, and performed cued recall to test memory for word pairs. The dataset supports research into the neural basis of associative memory encoding and retrieval using intracranial recordings.\",\n  \"methods_description\": \"Each session included 25 lists structured as encoding, distractor, and cued recall phases. During encoding, 6 word pairs were presented sequentially for 4000 ms each with a 1000 ms interstimulus interval. During cued recall, one word from each pair was shown and participants had 5000 ms to vocally recall the paired word. iEEG recordings were collected using monopolar and bipolar referencing schemes across multiple recording systems, with voltage values scaled to a common unit (V), and electrode locations annotated with MNI/Talairach coordinates and brain region labels.\",\n  \"license\": \"CC0\",\n  \"dataset_type\": \"raw\",\n  \"authors\": {\n    \"Haydn G. Herrema\": {},\n    \"Michael J. Kahana\": {}\n  },\n  \"keywords\": [\n    {\n      \"term\": \"iEEG\"\n    },\n    {\n      \"term\": \"Memory\",\n      \"subject_scheme\": \"MeSH\",\n      \"value_uri\": \"http://id.nlm.nih.gov/mesh/D008568\"\n    },\n    {\n      \"term\": \"paired associates learning\"\n    },\n    {\n      \"term\": \"cued recall\"\n    },\n    {\n      \"term\": \"intracranial electrodes\"\n    },\n    {\n      \"term\": \"Epilepsy\",\n      \"subject_scheme\": \"MeSH\",\n      \"value_uri\": \"http://id.nlm.nih.gov/mesh/D004827\"\n    }\n  ],\n  \"related_identifiers\": [\n    {\n      \"identifier\": \"https://github.com/nemarDatasets/on005059\",\n      \"identifier_type\": \"URL\",\n      \"relation_type\": \"IsDescribedBy\"\n    },\n    {\n      \"identifier\": \"10.18112/openneuro.ds005059\",\n      \"identifier_type\": \"DOI\",\n      \"relation_type\": \"IsVersionOf\"\n    },\n    {\n      \"identifier\": \"10.18112/openneuro.ds005059.v1.0.6\",\n      \"identifier_type\": \"DOI\",\n      \"relation_type\": \"IsDerivedFrom\"\n    },\n    {\n      \"identifier\": \"https://nemar.org/dataset/on005059\",\n      \"identifier_type\": \"URL\",\n      \"relation_type\": \"IsDescribedBy\"\n    }\n  ],\n  \"funding_references\": [\n    {\n      \"funder_name\": \"DARPA\",\n      \"award_number\": \"N66001-14-2-4032\",\n      \"award_title\": \"RAM\"\n    }\n  ],\n  \"resource_type_general\": \"Dataset\",\n  \"resource_type_specific\": \"Neuroimaging Dataset\",\n  \"modalities\": [\n    \"beh\",\n    \"ieeg\"\n  ],\n  \"sizes\": [\n    \"179.6 GB (285 files)\"\n  ],\n  \"formats\": [\n    \".edf\",\n    \".json\",\n    \".md\",\n    \".tsv\",\n    \".txt\",\n    \".yml\"\n  ],\n  \"source_hash\": \"13ed048caea48321d9cfb2439b745638e505f0197ca7020ee3f7705c8a10a642\"\n}","last_activity_at":"2026-06-26 06:01:47","source":"openneuro","source_id":"ds005059","subject_count":72,"modalities":"beh,ieeg","age_min":18,"age_max":62,"file_size":179631842348,"total_files":2007,"tasks":"PAL1","metadata_columns_error":null,"staleness_warn_stage":null,"staleness_admin_notified_at":null,"authors":"Haydn G. Herrema, Michael J. Kahana","license":"CC0","readme":"[![DOI](https://img.shields.io/badge/DOI-10.82901%2Fnemar.on005059-blue)](https://doi.org/10.82901/nemar.on005059)\n\n### Paired Associates Learning of Word Pairs\n\n#### Description\nThis dataset contains behavioral events and intracranial electrophysiological recordings from a paired associates memory task.  The experiment consists of participants studying pairs of visually presented words, solving simple arithmetic problems that function as a distractor, and then completing a cued recall task.  The data was collected at clinical sites across the country as part of a collaboration with the Computational Memory Lab at the University of Pennsylvania.\n\nEach session contains 25 lists of the structure: encoding, distractor, cued recall.  During encoding, 6 pairs of words are presented one pair at a time.  Each pair remains on screen for 4000 ms and is followed by a 1000 ms interstimulus interval.  During the cued recall, one randomly chosen word from each pair is shown, and the participant is asked to vocally recall the other word from the pair.  Participants have 5000 ms for each recall, and then the next cue (i.e., a word from another pair) is shown.  All 6 pairs of words are tested on each list.\n\n#### To Note:\n- The iEEG recordings are labeled either \"monopolar\" or \"bipolar.\"  The monopolar recordings are referenced (typically a mastoid reference), but should always be re-referenced before analysis.  The bipolar recordings are referenced according to a paired scheme indicated by the accompanying bipolar channels tables.\n- Each subject has a unique montage of electrode locations.  MNI and Talairach coordinates are provided when available, along with brain region annotations.\n- Recordings were made on multiple different systems, so we have done the scaling to provide all voltage values in V.\n\n#### Contact\nFor questions or inquiries, please contact sas-kahana-sysadmin@sas.upenn.edu.","bids_version":"1.7.0","sessions_count":7,"publish_date":null,"embedding_dirty":0,"license_tier":"public","zarr_status":"ready","zarr_converted_at":"2026-08-20 17:23:55","zarr_store_count":282,"zarr_index_etag":"3a20096ff24a83b6f83a9eceea036b05","zarr_source_commit":"909a5c469ea6afda890c8ebbd082ab72bca8ab4f","archive_status":null,"archive_size":null,"archive_retry_count":0,"records_status":"ready","archive_skip_reason":"dataset 167.3 GB exceeds 100.0 GB archive limit; use direct download","zarr_errors":0,"zarr_failure_count":0,"zarr_deterministic":0,"zarr_failed_at":null,"num_dataset_citations":0,"num_datapaper_citations":0,"n_channels":null,"electrode_system":null,"has_hed":0,"hed_version":null,"is_exemplar":0,"bytes_present":179584751837,"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":940851.6799999999,"recording_duration_min":977,"recording_duration_max":7200,"recording_count":282,"recordings_unavailable":0,"recordings_measured":282,"channel_count_min":14,"channel_count_max":188,"sampling_frequency":null,"power_line_frequency":null,"eeg_reference":null,"placement_scheme":null,"sweep_stamps":"{\"enrichment_updated_at\":\"2026-08-19 02:09:12\",\"metadata_updated_at\":\"2026-08-19 02:09:31\",\"archive_checked_at\":\"2026-06-26 06:14:53\",\"zarr_checked_at\":null,\"records_checked_at\":\"2026-06-26 06:15:30\",\"citations_updated_at\":null,\"channel_montage_checked_at\":\"2026-06-28 23:37:17\",\"hed_checked_at\":\"2026-06-30 05:10:43\",\"data_checked_at\":\"2026-08-17 03:01:02\",\"availability_report_at\":\"2026-07-23 01:22:28\",\"recording_stats_at\":\"2026-09-02 11:33:07\",\"signal_defaults_at\":\"2026-09-02 12:24:03\"}","participants":72,"num_citations":0,"latest_version":"v1.0.0","zarr_verify_status":null,"zarr_verified_at":null,"owner_username":"nemarAdmin","owner_github":"nemarAdmin","file_size_formatted":"167 GB","zarr_data_failures":null,"zarr_index_url":"https://zarr.nemar.org/on005059/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}}