{"id":"W4389680844","doi":"10.1002/jee.20570","title":"Contextualization in engineering education: A scoping literature review","year":2023,"lang":"en","type":"article","venue":"Journal of Engineering Education","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; University of Manitoba","funders":"","keywords":"Contextualization; Variety (cybernetics); Engineering education; Engineering ethics; Context (archaeology); Scope (computer science); Engineering; Pedagogy; Sociology; Computer science; Engineering management; Artificial intelligence","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":[0.01609887,0.001641077,0.003516752,0.03693957,0.002000648,0.006743581,0.001932871,0.003654801,0.003385517],"category_scores_gemma":[0.05188559,0.00129739,0.003173026,0.03525405,0.002467659,0.007118429,0.003615699,0.002499341,0.0006095306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005151357,"about_ca_system_score_gemma":0.01960129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007199839,"about_ca_topic_score_gemma":0.01479682,"domain_scores_codex":[0.9879055,0.004806812,0.003833224,0.0008300809,0.002239062,0.0003852585],"domain_scores_gemma":[0.9340547,0.05179634,0.005423569,0.001079442,0.00718461,0.0004613301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00009429776,0.0001099075,0.001829578,0.5502319,0.001349648,0.0008027396,0.005145506,0.0007906749,0.0005508663,0.008395247,0.007942433,0.4227573],"study_design_scores_gemma":[0.00001281969,0.000052905,0.001717314,0.9173051,0.001924934,0.0004255502,0.00353303,0.0001472393,0.0002267841,0.001743019,0.07287976,0.00003161709],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001219442,0.9943771,0.0009082686,0.000931457,0.0002547674,0.0002715033,0.0001345525,0.000009959015,0.00189303],"genre_scores_gemma":[0.008578017,0.9885657,0.001533038,0.0004952604,0.0001010793,0.0004084662,0.0001472246,0.000006887357,0.0001642607],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03693957,"threshold_uncertainty_score":0.08513999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006998629386845865,"score_gpt":0.2614698235996699,"score_spread":0.254471194212824,"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."}}