{"id":"W4400119116","doi":"10.1080/15305058.2024.2364174","title":"Can the dark core of personality be measured briefly, multidimensionally, and invariantly? The D25 measure","year":2024,"lang":"en","type":"article","venue":"International Journal of Testing","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Measure (data warehouse); Psychology; Personality; Core (optical fiber); Cognitive psychology; Social psychology; Computer science; Data mining","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":[0.002447736,0.0001445446,0.0002121692,0.0001014337,0.0001160081,0.00008040852,0.0005916146,0.000083259,0.0002566168],"category_scores_gemma":[0.0009697941,0.00008112637,0.0001521204,0.0001747505,0.0003223156,0.00008584712,0.00007038043,0.0005807371,0.000003874422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004533425,"about_ca_system_score_gemma":0.0001885504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000750357,"about_ca_topic_score_gemma":0.0001718324,"domain_scores_codex":[0.9980631,0.0002574369,0.0005600344,0.0002017154,0.0007417352,0.0001759997],"domain_scores_gemma":[0.9968582,0.001743439,0.000362451,0.0001663351,0.0007975019,0.00007205523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002107204,0.00109985,0.2375917,0.0001847221,0.01087515,0.002598187,0.08123536,0.0002559482,0.08023351,0.1754324,0.146575,0.2618109],"study_design_scores_gemma":[0.002238005,0.0004871088,0.9300282,0.001070665,0.0003713148,0.01369967,0.003524882,0.001448921,0.0001485286,0.01651143,0.03008523,0.0003860137],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9028348,0.004201026,0.0003068491,0.07876394,0.003629707,0.0001510182,0.0001671626,0.00002300383,0.009922464],"genre_scores_gemma":[0.9959673,0.00001294204,0.0006731888,0.00240746,0.0006793607,0.00000318186,0.00000362925,0.00001572558,0.000237268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6924365,"threshold_uncertainty_score":0.3308237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1511349496781008,"score_gpt":0.3789092397915193,"score_spread":0.2277742901134185,"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."}}