{"id":"W4415596336","doi":"10.61108/ijsshr.v3i3.220","title":"Transforming Mining Education in Kenya: Bridging Skills Gaps for Technological Readiness and a Sustainable Future","year":2025,"lang":"","type":"article","venue":"International Journal of Social Science and Humanities Research (IJSSHR) ISSN 2959-7056 (o) 2959-7048 (p)","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Sustainability; Curriculum; Diversification (marketing strategy); Bridging (networking); Sustainable development; Economic shortage; Transformative learning","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":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":["sts"],"category_scores_codex":[0.02094551,0.0003790641,0.0006520121,0.003388316,0.005400747,0.003669243,0.002214125,0.0004326568,0.0002179817],"category_scores_gemma":[0.006941649,0.0003801735,0.0001727492,0.002837555,0.00700787,0.005053801,0.0005221486,0.001746839,0.000004118508],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00293118,"about_ca_system_score_gemma":0.00967426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001210064,"about_ca_topic_score_gemma":0.0007352132,"domain_scores_codex":[0.9918514,0.0008389584,0.001313421,0.0008047325,0.003560503,0.001630961],"domain_scores_gemma":[0.9879552,0.001941834,0.000844385,0.0001827357,0.008771757,0.0003041585],"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":[0.0003832231,0.0009189645,0.008009789,0.0002991704,0.0001676771,0.00006212672,0.1652951,0.000006941334,0.0007961311,0.6411023,0.005320791,0.1776378],"study_design_scores_gemma":[0.001042912,0.0002729292,0.01067822,0.0008130643,0.00005604123,0.000042833,0.4678134,0.00005404259,0.0002573489,0.01796479,0.5006245,0.0003798906],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8647984,0.004945786,0.0003309357,0.07631557,0.003426936,0.001458592,0.00002004971,0.00004388957,0.04865978],"genre_scores_gemma":[0.9734452,0.004006994,0.0005313598,0.0004828073,0.003011441,0.00009122846,0.000005869463,0.0000267025,0.01839842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6231375,"threshold_uncertainty_score":0.999865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03648761781157631,"score_gpt":0.4537203675045586,"score_spread":0.4172327496929822,"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."}}