{"id":"W4405674810","doi":"10.24908/pceea.2024.18570","title":"A Multi-Year Study of First-Year Engineering Student Well-being at a Large Canadian University","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mathematics education; Engineering; Engineering ethics; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000373617,0.0002211476,0.0002235074,0.0007883602,0.0001464532,0.00007426828,0.0003704155,0.0002014167,0.00006359904],"category_scores_gemma":[0.0001960579,0.0002407269,0.0001006937,0.001076865,0.00001049933,0.0002414547,0.00004226356,0.0003355913,0.00002442199],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005378574,"about_ca_system_score_gemma":0.0004199175,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04146143,"about_ca_topic_score_gemma":0.1607107,"domain_scores_codex":[0.9986184,0.00000497004,0.0003091801,0.0002375477,0.0003519729,0.0004779466],"domain_scores_gemma":[0.9990855,0.00005037384,0.00007180113,0.0001442182,0.0002293937,0.0004186588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001197334,0.00092811,0.7333891,0.009262347,0.00218786,0.000007061789,0.05050205,0.09517793,0.00631995,0.01881969,0.08280158,0.0005923187],"study_design_scores_gemma":[0.001148844,0.00008820544,0.5809261,0.00135232,0.0003444293,0.00001105942,0.00633289,0.2211258,0.001208031,0.00002718977,0.1863152,0.001119938],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930995,0.0001792709,0.00006665257,0.0008078953,0.003389657,0.0005554077,0.00005543306,0.0003091455,0.001537053],"genre_scores_gemma":[0.9977276,0.00001928171,0.000560681,0.00001409573,0.0001625846,0.00002216081,0.00001258818,0.00006426841,0.001416766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.152463,"threshold_uncertainty_score":0.9984396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003384240252288013,"score_gpt":0.1814307800411826,"score_spread":0.1780465397888946,"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."}}