{"id":"W4415546569","doi":"10.1177/27000710251377954","title":"Cohort Profiles: Personality Measurements at the Estonian Biobank of the Estonian Genome Center, University of Tartu","year":2025,"lang":"en","type":"article","venue":"Personality Science","topic":"Genetic Associations and Epidemiology","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Eesti Teadusagentuur","keywords":"Biobank; Estonian; Personality; Cohort; Big Five personality traits; Cohort study; Anthropometry; Health data","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002033666,0.0006531837,0.0005978765,0.002386482,0.0008975138,0.001398628,0.001024658,0.000674807,0.008972336],"category_scores_gemma":[0.006953617,0.0004980967,0.0006519954,0.00329982,0.0002276911,0.000453297,0.001871377,0.0007480993,0.004067554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001357798,"about_ca_system_score_gemma":0.001966757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04974756,"about_ca_topic_score_gemma":0.04860559,"domain_scores_codex":[0.998611,0.0002757034,0.0002783684,0.0003437483,0.0003021015,0.0001890352],"domain_scores_gemma":[0.9961356,0.0003858891,0.0009188717,0.0009725626,0.00117253,0.0004146397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001309301,0.0002097451,0.8100939,0.00065689,0.0004906699,0.001104006,0.001636349,0.000669362,0.002383095,0.001333731,0.1470651,0.03304769],"study_design_scores_gemma":[0.00006876466,0.00005586652,0.9665519,0.0001642804,0.00007254757,0.0002995738,0.0002583619,0.0002216822,0.0003348782,0.000224446,0.03172408,0.00002366429],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.4143301,0.001272883,0.005325313,0.0007114869,0.0002412828,0.000920111,0.5639542,0.0003089296,0.01293576],"genre_scores_gemma":[0.377678,0.001470295,0.008792192,0.0008776367,0.000209285,0.003872809,0.5808124,0.0002083992,0.02607902],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04974756,"threshold_uncertainty_score":0.09891599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02209853509395506,"score_gpt":0.2656886358340775,"score_spread":0.2435901007401224,"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."}}