{"id":"W4414575071","doi":"10.64252/jbtfr073","title":"Comparing Emotional Intelligence Assessment Tools: Predictive Validity Of Self-Report And Ability-Based Measures In Workplace Performance","year":2025,"lang":"en","type":"article","venue":"International Journal of Environmental Sciences","topic":"Emotional Intelligence and Performance","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Emotional intelligence; Predictive power; Predictive validity; The Emotional Intelligence Appraisal; Objectivity (philosophy); Incremental validity; Job performance; Test (biology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001722256,0.0001063885,0.0001850195,0.0002751147,0.00007173105,0.00003762964,0.0004681665,0.00004926636,0.000321577],"category_scores_gemma":[0.00005603949,0.00009131256,0.00006673409,0.0001699514,0.0004860141,0.0004473816,0.00007654714,0.0002239672,0.000003989149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002346864,"about_ca_system_score_gemma":0.0001427123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000236672,"about_ca_topic_score_gemma":0.00001050871,"domain_scores_codex":[0.9981357,0.0001066592,0.0006628069,0.0002093753,0.0007448319,0.0001406214],"domain_scores_gemma":[0.9990872,0.0003370896,0.0003785579,0.0000840338,0.00007010144,0.00004306148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001012369,0.0004577074,0.9757885,0.0000093989,0.00006423812,0.00002233974,0.0003029756,0.01136831,0.000309494,0.001003777,0.000023708,0.01054831],"study_design_scores_gemma":[0.0002168428,0.0002474631,0.9887477,0.0002009358,0.00001226168,0.0001099802,0.0006522048,0.007164631,0.001538835,0.0008218949,0.0002125603,0.0000746724],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860108,0.0002027294,0.007201604,0.0003616889,0.0008962736,0.0000910121,0.00001113988,0.000004405604,0.005220345],"genre_scores_gemma":[0.9977533,0.0002069806,0.001836441,0.00008340512,0.0000598625,0.000004583124,0.000003262797,0.000002455536,0.00004972095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01295922,"threshold_uncertainty_score":0.3723618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07778075338842941,"score_gpt":0.3715371946767975,"score_spread":0.2937564412883681,"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."}}