{"id":"W4406211959","doi":"10.1177/09504222241311125","title":"CEO and academic mismatch","year":2025,"lang":"en","type":"article","venue":"Industry and Higher Education","topic":"Experimental Behavioral Economics Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Baylor University","keywords":"CONTEST; Value (mathematics); Sample (material); Higher education; Public relations; Sociology; Political science; Computer science","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":[0.00007851532,0.00003938704,0.00004924073,0.00002760351,0.0002629728,0.00003367952,0.0000386821,0.0001871598,0.00009139922],"category_scores_gemma":[0.000006125254,0.0000426334,0.000005613872,0.0000639447,0.000142744,0.0001128778,0.00002555822,0.0001828529,0.000004642161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005186725,"about_ca_system_score_gemma":0.000117185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009159626,"about_ca_topic_score_gemma":0.00003498979,"domain_scores_codex":[0.9997035,0.00002109998,0.00006687443,0.0001014134,0.00002816503,0.00007897541],"domain_scores_gemma":[0.9998684,0.0000200125,0.00002149642,0.00003656509,0.0000140257,0.00003952195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006243625,0.00007989995,0.6181033,0.00001413619,0.00001404475,1.684221e-7,0.0138371,2.359261e-7,0.0007899552,0.2822822,0.03553969,0.04933305],"study_design_scores_gemma":[0.0001482426,0.00001101676,0.480417,0.00005624292,0.0000242542,4.043401e-7,0.01971105,7.416662e-7,0.0007369005,0.01766558,0.4810869,0.0001416264],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8781931,0.00190605,2.192378e-7,0.01524052,0.0006438503,0.00007324387,9.916254e-7,0.0000161591,0.1039258],"genre_scores_gemma":[0.9605241,0.0002126883,0.00007458116,0.0005888382,0.0001606143,0.00002171901,0.000001264964,0.000001743668,0.0384144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4455473,"threshold_uncertainty_score":0.20226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05689180953959595,"score_gpt":0.4191862241299525,"score_spread":0.3622944145903566,"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."}}