{"id":"W4406078578","doi":"10.1080/01587919.2024.2442017","title":"Institutional readiness for the implementation of micro-credentials in higher education","year":2025,"lang":"en","type":"article","venue":"Distance Education","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Higher education; General partnership; Corporate governance; Software deployment; Knowledge management; Curriculum; Accreditation; Distance education; Public relations; Business; Sociology; Computer science; Political science; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006831357,0.00006195077,0.00007982914,0.0001111595,0.0003693115,0.00007281554,0.0002037438,0.00004683002,0.0004114742],"category_scores_gemma":[0.0002256632,0.00005882758,0.00003264115,0.0006291663,0.0001427463,0.0004009428,0.000008003259,0.00006254768,0.000006316953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000325162,"about_ca_system_score_gemma":0.0044298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004201759,"about_ca_topic_score_gemma":0.002910146,"domain_scores_codex":[0.9991373,0.0001420358,0.0002711604,0.000160555,0.0001623966,0.0001265216],"domain_scores_gemma":[0.9989059,0.0003491961,0.0002324268,0.0001524596,0.0003378107,0.00002219555],"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":[0.00002402771,0.0003317483,0.09258505,0.00006212959,0.00001577463,8.403971e-9,0.0129253,0.00002443593,0.0004391193,0.8354474,0.02315629,0.03498871],"study_design_scores_gemma":[0.0001085332,0.0000034128,0.28447,0.00004077872,0.00002048509,4.469712e-8,0.01894706,8.759052e-7,0.0003057995,0.003284984,0.6927691,0.00004903512],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7666876,0.004705255,0.004720283,0.1530489,0.02228887,0.002915789,0.00003109327,0.00006451605,0.04553762],"genre_scores_gemma":[0.977171,0.00008221647,0.0007470912,0.000488342,0.0003492591,0.0005836781,0.0000754213,0.000004607754,0.02049837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8321624,"threshold_uncertainty_score":0.7858276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03699530531565186,"score_gpt":0.464096896511613,"score_spread":0.4271015911959611,"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."}}