{"id":"W4401567314","doi":"10.2139/ssrn.4924869","title":"What do higher ed employees value most in a job?","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Human Resource Development and Performance Evaluation","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Human Resources Professionals Association","funders":"","keywords":"Value (mathematics); Business; Labour economics; Economics; Mathematics; Statistics","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00382946,0.0004582278,0.0004694409,0.0007460708,0.0001411829,0.0006555393,0.000645186,0.0005859338,0.003098198],"category_scores_gemma":[0.00002004848,0.0004167879,0.0002187336,0.0003120645,0.00005301843,0.0001893707,0.000366191,0.009527246,0.00198806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002131417,"about_ca_system_score_gemma":0.003243305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000111162,"about_ca_topic_score_gemma":0.0006867192,"domain_scores_codex":[0.9949749,0.0003659316,0.0007798675,0.0006312635,0.0006028551,0.00264521],"domain_scores_gemma":[0.9990282,0.00006044824,0.0002876786,0.0004265218,0.00009765486,0.00009950127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0009371203,0.0008602642,0.04279076,0.000391482,0.004419931,0.0003420345,0.05396693,0.002318654,0.00009709664,0.4506921,0.0357894,0.4073943],"study_design_scores_gemma":[0.001995001,0.0004396783,0.03501974,0.001658314,0.0002389484,0.0003914819,0.007969871,0.0001883911,0.00001051928,0.9141209,0.03679321,0.001173957],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9135029,0.06634641,0.00004949108,0.00146897,0.009442735,0.000413682,0.000003623056,0.00009098043,0.008681213],"genre_scores_gemma":[0.9268974,0.02293453,0.000039507,0.0002239841,0.002366734,0.0001245413,0.00006081909,0.0001230121,0.04722948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4634288,"threshold_uncertainty_score":0.9998284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02329866495785888,"score_gpt":0.3341502094527781,"score_spread":0.3108515444949193,"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."}}