{"id":"W4406730500","doi":"10.1027/1866-5888/a000363","title":"Leading With Openness","year":2025,"lang":"en","type":"article","venue":"Journal of Personnel Psychology","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Openness to experience; Psychology; Social psychology; Applied psychology","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":[0.001920746,0.0002511731,0.0001851892,0.0005507171,0.004186349,0.006034111,0.0003053888,0.001263296,0.03440818],"category_scores_gemma":[0.006771261,0.0001176329,0.0003225832,0.000598328,0.002022708,0.003771587,0.005310852,0.00223855,0.004985916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001199543,"about_ca_system_score_gemma":0.002228691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002091925,"about_ca_topic_score_gemma":0.004106843,"domain_scores_codex":[0.9989778,0.0004177837,0.00003211522,0.0001681609,0.0002322982,0.0001718556],"domain_scores_gemma":[0.9967449,0.0008790643,0.0002976661,0.000303851,0.0005847254,0.001189843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001179829,0.0001685595,0.006293097,0.0001256104,0.00001885104,0.0002746961,0.005693022,0.0004453348,0.0004339504,0.6866212,0.1303452,0.1694625],"study_design_scores_gemma":[0.0000425625,0.00007155706,0.006186266,0.0002170804,0.00003351484,0.0004194523,0.007866523,0.00106875,0.0006566617,0.5627657,0.4206282,0.00004382229],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0689222,0.005803046,0.02383935,0.2241808,0.009236907,0.00009081846,0.0002100063,0.0002020275,0.6675149],"genre_scores_gemma":[0.6858107,0.004827273,0.009906112,0.01892157,0.001257926,0.00008855392,0.00009999128,0.0001496546,0.2789382],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03440818,"threshold_uncertainty_score":0.1151068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1814243832305657,"score_gpt":0.4865713790940089,"score_spread":0.3051469958634432,"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."}}