{"id":"W7098134545","doi":"","title":"ENGINEERING STAKEHOLDERS","year":2016,"lang":"en","type":"article","venue":"","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rubric; Accreditation; Process (computing); Set (abstract data type); Engineering education; Authentic assessment","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.008598373,0.0007657832,0.0003034533,0.002039851,0.005024386,0.006722531,0.001630376,0.002497392,0.07720482],"category_scores_gemma":[0.01334063,0.0003454539,0.0003864219,0.001564732,0.001237006,0.004165687,0.006324296,0.002019875,0.01981987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006965329,"about_ca_system_score_gemma":0.01266329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01299217,"about_ca_topic_score_gemma":0.01484275,"domain_scores_codex":[0.9894742,0.003242056,0.0005047422,0.0008230901,0.004165625,0.001790262],"domain_scores_gemma":[0.9883382,0.001372111,0.0004372199,0.0008902769,0.00732763,0.001634607],"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":[0.00008944063,0.0004536499,0.02296041,0.0007382225,0.00002848302,0.003246615,0.03307134,0.001491579,0.01063867,0.365319,0.213284,0.3486786],"study_design_scores_gemma":[0.000005800187,0.00003808464,0.003044729,0.00021846,0.000005193456,0.0004545118,0.01578016,0.0004168877,0.0008557231,0.008686324,0.9704761,0.00001795546],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02914135,0.0004205862,0.01841966,0.01817138,0.0004033548,0.000761152,0.0004857527,0.0002977685,0.9318989],"genre_scores_gemma":[0.3849463,0.0009157238,0.01442713,0.01117759,0.0001191633,0.000608237,0.001123809,0.0002841571,0.5863979],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07720482,"threshold_uncertainty_score":0.2582759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01671593752570016,"score_gpt":0.1775444615557319,"score_spread":0.1608285240300318,"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."}}