{"id":"W4416874886","doi":"10.1109/weef-gedc66748.2025.11256353","title":"Addressing Infrastructure for Engineering Education in Africa","year":2025,"lang":"","type":"article","venue":"","topic":"Ergonomics and Human Factors","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Advanced Education","funders":"","keywords":"Indigenization; Engineering education; Interdependence; Quality (philosophy); Higher education; Perspective (graphical)","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":[0.001842128,0.0002706713,0.0001218567,0.000904467,0.002965605,0.003688245,0.0005680064,0.001247726,0.005233812],"category_scores_gemma":[0.004450697,0.0001733754,0.0001590304,0.001443685,0.003187137,0.003229402,0.005505766,0.001370659,0.0002672595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003219961,"about_ca_system_score_gemma":0.009342808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002990282,"about_ca_topic_score_gemma":0.006821787,"domain_scores_codex":[0.9987378,0.0005558775,0.00004287053,0.0000552161,0.0001980265,0.0004103195],"domain_scores_gemma":[0.9974131,0.001281042,0.0006298907,0.0001262371,0.0002760793,0.0002736546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007937642,0.0002318122,0.0631917,0.003298907,0.00004667442,0.004147329,0.08041662,0.006447266,0.01575333,0.4369659,0.009448238,0.3799729],"study_design_scores_gemma":[0.00002959016,0.0006266594,0.1001511,0.004550837,0.00007250948,0.002537455,0.2921734,0.004637748,0.009578877,0.1083972,0.4771584,0.00008625327],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8413368,0.007609881,0.01563315,0.03783195,0.0002159978,0.0002118542,0.00008492422,0.00005427319,0.09702121],"genre_scores_gemma":[0.9917529,0.002337691,0.003250313,0.0005103044,0.00001627369,0.00003599784,0.00001309762,0.000005719407,0.002077749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005233812,"threshold_uncertainty_score":0.02336258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01599883735289956,"score_gpt":0.2509269106195338,"score_spread":0.2349280732666343,"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."}}