{"id":"W4388302225","doi":"10.5430/ijhe.v12n6p63","title":"Starting from Scratch: A Holistic Framework for Designing Digitally Delivered Graduate Programs for STEM Working Professionals","year":2023,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Excellence; Engineering management; Process (computing); Engineering; Engineering design process; Computer science; Knowledge management; Pedagogy; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002680562,0.0001347454,0.0001499093,0.0002235066,0.00005634493,0.0001641486,0.0002633613,0.00006558943,0.00001900001],"category_scores_gemma":[0.0001000993,0.0001299598,0.0001009812,0.0002001801,0.000008925674,0.0002200597,0.0000167969,0.000146841,0.00001064703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002412271,"about_ca_system_score_gemma":0.0001964667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002338993,"about_ca_topic_score_gemma":5.92762e-7,"domain_scores_codex":[0.9988413,0.00001384889,0.0004890688,0.0001203484,0.000344068,0.0001913544],"domain_scores_gemma":[0.9986624,0.0003367789,0.0002156802,0.00007414968,0.0006236125,0.00008739932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002807854,0.001072641,0.008685721,0.000438259,0.002035138,0.0000126696,0.0142186,0.06242076,0.006017329,0.01868844,0.3211359,0.5649937],"study_design_scores_gemma":[0.004383731,0.0004056983,0.08671047,0.01393658,0.0004133911,0.00001547546,0.01608523,0.03821652,0.0136934,0.728801,0.09481181,0.00252669],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6440114,0.0008345575,0.3190329,0.004722914,0.03001934,0.0008204555,0.00003835084,0.0003497744,0.0001703509],"genre_scores_gemma":[0.9338163,0.00002183431,0.06340624,0.0002841119,0.001484286,0.0002309075,0.0001329426,0.00004492882,0.0005784213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7101126,"threshold_uncertainty_score":0.5299608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08597083816901396,"score_gpt":0.3524727271797783,"score_spread":0.2665018890107643,"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."}}