{"id":"W2806073596","doi":"10.3991/ijep.v8i3.7857","title":"Engineering Education in an Integrated Setting","year":2018,"lang":"en","type":"article","venue":"International Journal of Engineering Pedagogy (iJEP)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Niagara College","funders":"","keywords":"Scope (computer science); Confusion; Engineering management; Work (physics); Electronics; Key (lock); Computer science; Engineering education; Engineering; Subject (documents); Systems engineering; World Wide Web; Mechanical engineering; Electrical engineering; Computer security; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003294443,0.0002263845,0.0002210092,0.0008914119,0.00001718385,0.00009330187,0.0005037055,0.0001058298,0.0001310201],"category_scores_gemma":[0.0001736986,0.0002507484,0.00007212317,0.0002979038,0.00001572746,0.000492733,0.00002760923,0.0004121106,0.00003251601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004394698,"about_ca_system_score_gemma":0.0003183977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000955517,"about_ca_topic_score_gemma":0.0000180585,"domain_scores_codex":[0.9985676,0.0000134741,0.0006493249,0.000148691,0.0003475739,0.0002733747],"domain_scores_gemma":[0.9990141,0.00005038142,0.00009476559,0.0001502572,0.0005254851,0.0001650459],"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":[0.00003948149,0.0003627478,0.01064084,0.0001452338,0.0003268852,0.00007749455,0.003538348,0.8566151,0.03328855,0.001716923,0.003976895,0.0892715],"study_design_scores_gemma":[0.001859933,0.0002762135,0.1585254,0.001699329,0.00005125589,0.001031556,0.001256797,0.637031,0.01820645,0.00007812976,0.178495,0.001488984],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9415042,0.0003829183,0.04593373,0.0002182719,0.01113208,0.00009772457,0.000004939918,0.0002419438,0.0004841725],"genre_scores_gemma":[0.9751684,0.00005491919,0.02314086,0.00006047328,0.001394544,0.00001017683,0.00001897892,0.00006282863,0.00008880641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2195841,"threshold_uncertainty_score":0.9999945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007199575946296687,"score_gpt":0.2951203660177517,"score_spread":0.287920790071455,"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."}}