{"id":"W4405989052","doi":"10.1080/13607863.2024.2448208","title":"Factor structures of the Korean version of the Need for Cognition Scale Short Form (K-NfC-S) among Korean older adults","year":2025,"lang":"en","type":"article","venue":"Aging & Mental Health","topic":"Aging and Gerontology Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Scale (ratio); Psychology; Cognition; Short Forms; Gerontology; Developmental psychology; Clinical psychology; Medicine; Psychiatry; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000275006,0.0001118634,0.0002064288,0.00007260079,0.0003349934,0.000005857757,0.0002895545,0.00008146605,0.00006246321],"category_scores_gemma":[0.00001599055,0.000069362,0.0001218716,0.0001784328,0.0002518611,0.00004211452,0.0001083974,0.000205099,0.000001277564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009398941,"about_ca_system_score_gemma":0.00008616129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001935044,"about_ca_topic_score_gemma":0.001274753,"domain_scores_codex":[0.998804,0.0001581314,0.0002808741,0.0002277665,0.0001974127,0.0003317875],"domain_scores_gemma":[0.9992998,0.0001148323,0.0001290294,0.0003439692,0.00006197206,0.00005036615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007301652,0.0003137602,0.8239599,0.0006620612,0.0001861234,3.854448e-7,0.03696725,0.00000112743,0.0003230713,0.001346829,0.02445715,0.1110521],"study_design_scores_gemma":[0.001529667,0.0001420754,0.9781563,0.0005001635,0.00002525929,0.000003249879,0.01173354,0.00009030723,0.006971822,0.0006035536,0.0001688502,0.00007516866],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929454,0.0002054441,0.00008508132,0.002535436,0.0007744233,0.001039577,0.0001727257,0.00001994115,0.002221944],"genre_scores_gemma":[0.9984442,0.00000543127,0.00004666796,0.0004748261,0.00002959608,0.00002600056,0.00005650535,0.00001102543,0.0009057725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1541964,"threshold_uncertainty_score":0.2925221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0180275556895989,"score_gpt":0.3624650823177192,"score_spread":0.3444375266281203,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}