{"id":"W4391614970","doi":"10.18260/1-2--42784","title":"Work in Progress: Low Enrollment in Civil Engineering Departments: Exploring High Technology as a Potential Solution","year":2024,"lang":"en","type":"article","venue":"","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Work (physics); Engineering management; Computer science; Engineering; Mechanical engineering","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":[0.004877338,0.0002169344,0.0002561339,0.001136754,0.003918581,0.009036811,0.00135911,0.00216609,0.01084304],"category_scores_gemma":[0.0111709,0.0001541992,0.0003463009,0.001844365,0.003016594,0.006009919,0.003970881,0.003762529,0.001582502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002812345,"about_ca_system_score_gemma":0.01212472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004702274,"about_ca_topic_score_gemma":0.009325656,"domain_scores_codex":[0.9965488,0.001359838,0.00007127257,0.0002048226,0.0007017017,0.001113541],"domain_scores_gemma":[0.9820209,0.004247868,0.002078518,0.0003189941,0.002062458,0.009271327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001915427,0.002626749,0.3802119,0.001177782,0.00005545244,0.002163619,0.08087737,0.0008307604,0.001670333,0.08472657,0.09735234,0.3481156],"study_design_scores_gemma":[0.00004216719,0.0005938019,0.2138304,0.001906101,0.00005445404,0.00051282,0.6239449,0.002088278,0.001084457,0.02634778,0.129503,0.00009182027],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.6943716,0.004079734,0.002074783,0.2287493,0.0007229515,0.00008848438,0.0001784757,0.00005020112,0.06968445],"genre_scores_gemma":[0.9864483,0.002494343,0.0006723423,0.005055069,0.0001530415,0.00003787992,0.00009274019,0.00001500508,0.005031212],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01084304,"threshold_uncertainty_score":0.0362736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00570694002776951,"score_gpt":0.2000041553358139,"score_spread":0.1942972153080444,"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."}}