{"doi":"10.1037/pspp0000544","title":"Automatic implicit motive codings are at least as accurate as humans’ and 99% faster.","abstract":"< .001, ϕ = .69). Using topic and word embedding analyses, we found specific language associated with each motive to have a high face validity. We argue that these models can be used in addition to, or instead of, human coders. We provide a free, user-friendly framework in the established R-package text and a tutorial for researchers to apply the models to their data, as these models reduce the coding time by over 99% and require no cognitive effort for coding. We hope this coding automation will facilitate a historical implicit motive research renaissance. (PsycInfo Database Record (c) 2025 APA, all rights reserved).","journal":"Journal of Personality and Social Psychology","year":2025,"id":509767,"datarank":0.0,"base_score":0.0,"endowment":0.0,"self_citation_contribution":0.0,"citation_network_contribution":0.0,"self_endowment_contribution":0.0,"citer_contribution":0.0,"corpus_percentile":null,"corpus_rank":null,"citation_count":27,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":false,"is_dataset_confidence":0.9575,"is_data_producer":false,"deposit_databanks":null,"is_oa":true,"file_count":0,"downloads":0,"has_version_chain":false,"published_date":"2025-01-01","fair_score":null,"fair_percentile":null,"algorithm_id":"datarank_citation_only_1hop_v6","ranking_scope":"data_only","authors":[{"id":1364850,"name":"J. Malte Runge","orcid":"0000-0003-0594-6578","position":1,"is_corresponding":false},{"id":1172031,"name":"Adithya V Ganesan","orcid":"0000-0001-6179-624X","position":2,"is_corresponding":false},{"id":1365679,"name":"Carl Viggo N G Lövenstierne","orcid":null,"position":3,"is_corresponding":false},{"id":1364851,"name":"Nikita Soni","orcid":"0009-0001-0238-9844","position":4,"is_corresponding":false},{"id":804505,"name":"Oscar Kjell","orcid":"0000-0002-2728-6278","position":5,"is_corresponding":false},{"id":1172032,"name":"August Nilsson","orcid":"0000-0003-2416-3755","position":0,"is_corresponding":true}],"reference_count":1,"raw_metadata":null,"created_at":"2026-07-19T02:47:30.942539Z","pmid":"40208739","pmcid":null,"fwci":null,"citation_percentile":null,"influential_citations":0,"oa_status":null,"license":null,"views":0,"total_file_size_bytes":0,"version_count":0,"fair_f":null,"fair_a":null,"fair_i":null,"fair_r":null,"fair_zscore":null,"fair_rationale":null,"fair_model":null,"fair_agent_version":null,"fair_fulltext_source":null,"fair_has_llm":null,"fair_computed_at":null,"clinical_trials":[],"software_tools":[],"db_accessions":[],"linked_datasets":[],"topics":[]}