{"id":"W4414654018","doi":"10.38159/ehass.202561026","title":"Exploring Automatically Unfair Dismissals due to “Agreed” or “ Normal” Retirement Age in South Africa","year":2025,"lang":"en","type":"article","venue":"E-Journal of Humanities Arts and Social Sciences","topic":"Legal Issues in South Africa","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Statutory law; Mandatory retirement; Labour law; Retirement age; Age discrimination; Scholarship; Legislation","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002399936,0.0001412966,0.0003732707,0.0003272009,0.001781861,0.0006286177,0.0005808746,0.00005554988,0.0002474552],"category_scores_gemma":[0.0004337298,0.0001067631,0.00008326053,0.0006019103,0.001260902,0.0008210822,0.000159323,0.0001966083,0.000008360616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001657868,"about_ca_system_score_gemma":0.0003627903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000268474,"about_ca_topic_score_gemma":0.002450188,"domain_scores_codex":[0.9976575,0.000188957,0.0005676024,0.00019909,0.0008707016,0.0005161674],"domain_scores_gemma":[0.9992431,0.0002268491,0.0002113709,0.00006707561,0.0001427705,0.0001088689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003438756,0.00004741715,0.0005557289,0.00002314272,0.00001508659,0.0001160769,0.8759727,0.000007601559,0.00001169862,0.1198449,0.001452264,0.001918962],"study_design_scores_gemma":[0.0004267574,0.0003571537,0.005996185,0.0003228591,0.00003563514,0.000001736378,0.5191105,0.00001135891,0.00002721249,0.009269138,0.4641205,0.0003209182],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6441279,0.0006735143,0.0001202597,0.007141446,0.001254411,0.0003444341,0.00000556206,0.00005239153,0.3462801],"genre_scores_gemma":[0.9940935,0.00003545871,0.0009012116,0.0004253002,0.0004219303,0.00001169678,1.259302e-7,0.000005493479,0.004105261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4626683,"threshold_uncertainty_score":0.9995177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.221081386833867,"score_gpt":0.3543796864074786,"score_spread":0.1332982995736116,"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."}}