{"id":"W4307291553","doi":"10.3390/jrfm15110496","title":"Mega Universities, Nanodegrees, and the Digital Disruption in Higher Education","year":2022,"lang":"en","type":"article","venue":"Journal of risk and financial management","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mega-; Higher education; Business; Political science; Commerce; Public relations; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001661838,0.0001497017,0.0001868014,0.0005782022,0.003513167,0.005244167,0.000427358,0.002457118,0.009830761],"category_scores_gemma":[0.004494252,0.0001483941,0.0001414862,0.000949455,0.005954717,0.007989578,0.004776943,0.00322947,0.001076038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003091602,"about_ca_system_score_gemma":0.002431195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002796916,"about_ca_topic_score_gemma":0.006231471,"domain_scores_codex":[0.9991042,0.000264832,0.00002364951,0.0001106922,0.000268011,0.0002286054],"domain_scores_gemma":[0.9972208,0.0006993173,0.0004978524,0.0002563013,0.000299014,0.001026843],"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":[0.00007242859,0.00004507026,0.007203921,0.00006095865,0.00001135894,0.0002020015,0.002085344,0.0005735317,0.0003701141,0.9006874,0.03895593,0.04973201],"study_design_scores_gemma":[0.00002641924,0.00008355019,0.01296678,0.0002376517,0.00001190293,0.0004219121,0.009089856,0.001029578,0.0008686946,0.5209718,0.4542439,0.00004796433],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.2319485,0.01668519,0.0111625,0.3560825,0.002638898,0.00002942123,0.0002877568,0.0002170656,0.3809482],"genre_scores_gemma":[0.9636019,0.003472255,0.0006534342,0.01044845,0.0004757878,0.0000132481,0.0000410766,0.00002625287,0.02126752],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.009830761,"threshold_uncertainty_score":0.03288722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006246181034237315,"score_gpt":0.211770049594831,"score_spread":0.2055238685605937,"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."}}