{"id":"W4380538028","doi":"10.3991/ijep.v13i4.38477","title":"Proposing a Multi-Stakeholder Lens to Examine Global Community-Based Design Projects","year":2023,"lang":"en","type":"article","venue":"International Journal of Engineering Pedagogy (iJEP)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Stakeholder; Kenya; Stakeholder analysis; Public relations; Business; Knowledge management; Engineering; Political science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005896338,0.0002458924,0.000244937,0.0006000836,0.00005207358,0.00009710378,0.0005777068,0.00008560844,0.00002197201],"category_scores_gemma":[0.0002388607,0.0002590808,0.00009578399,0.0005756447,0.00001380122,0.0002023151,0.00005415411,0.0004457514,0.00006383753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004936102,"about_ca_system_score_gemma":0.0001855681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001149137,"about_ca_topic_score_gemma":0.00000599156,"domain_scores_codex":[0.9984756,0.00004601725,0.0005248892,0.0001198967,0.0004959569,0.0003376662],"domain_scores_gemma":[0.9990642,0.0001313963,0.00007925115,0.0001805556,0.0003709601,0.000173628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001522233,0.00008972875,0.0006493469,0.00007293959,0.0001751368,0.00007698643,0.0008642458,0.9846811,0.006679529,0.00009915097,0.004725157,0.001871468],"study_design_scores_gemma":[0.003753334,0.0003920786,0.09819331,0.001451282,0.0000912227,0.000667378,0.001236261,0.8158056,0.02104153,0.00002885483,0.05585529,0.001483922],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3447283,0.0001482648,0.6476085,0.001026575,0.004980312,0.0003355245,0.00002522526,0.0007762091,0.0003712004],"genre_scores_gemma":[0.9525498,0.0000294681,0.04672641,0.0001488328,0.0003193335,0.00003025109,0.00002374913,0.00006501385,0.0001071914],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6078215,"threshold_uncertainty_score":0.9999861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1359746870604838,"score_gpt":0.3420868034242566,"score_spread":0.2061121163637729,"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."}}