{"id":"W4392856664","doi":"10.34190/ejkm.22.1.3258","title":"Critical Aspects of a Higher Education Reform for Continuous Lifelong Learning Opportunities in a Digital Era","year":2024,"lang":"en","type":"article","venue":"Electronic Journal of Knowledge Management","topic":"Educational Innovations and Challenges","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Lifelong learning; Digital learning; Political science; Mathematics education; Psychology; Pedagogy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04696618,0.0004755852,0.0004971696,0.001691634,0.01138932,0.01916102,0.001875521,0.01245086,0.003237766],"category_scores_gemma":[0.06436242,0.0004386013,0.0006363619,0.001546012,0.03639985,0.01139231,0.006370008,0.01141321,0.0002840233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02551755,"about_ca_system_score_gemma":0.0358906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00741963,"about_ca_topic_score_gemma":0.005292405,"domain_scores_codex":[0.94618,0.03607587,0.001622611,0.002193822,0.008326768,0.00560092],"domain_scores_gemma":[0.9308787,0.05039246,0.003395381,0.00274871,0.007617673,0.00496702],"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":[0.00008242227,0.0002062191,0.001269638,0.0004820658,0.0000163281,0.0005788216,0.06884003,0.0006159773,0.00135199,0.8858827,0.01751183,0.0231619],"study_design_scores_gemma":[0.000133623,0.0004347223,0.009812881,0.001611529,0.0000466994,0.0006358957,0.2133963,0.001793655,0.003434339,0.2899708,0.478594,0.0001355604],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1317921,0.004504016,0.01216336,0.7603033,0.0014707,0.001130933,0.00006053254,0.00004902958,0.088526],"genre_scores_gemma":[0.9612409,0.0007657473,0.004402472,0.02779301,0.0005333988,0.0003405542,0.00001704686,0.00002444721,0.004882542],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04696618,"threshold_uncertainty_score":0.2483839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03040130005664005,"score_gpt":0.3196656442839905,"score_spread":0.2892643442273505,"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."}}