{"id":"W4412870768","doi":"10.24908/pceea.2025.19609","title":"Discovering the Pathways of Engineering Mentorship: An Auto-Ethnographic Exploration","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Mentorship; Ethnography; Engineering ethics; Sociology; Engineering; Art; Anthropology; Visual arts","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00117532,0.00009559302,0.0001218629,0.0003124841,0.0004139978,0.0001018015,0.0004030148,0.0001082558,0.00001076615],"category_scores_gemma":[0.001458383,0.00008735264,0.00008054492,0.0009996626,0.00003332795,0.0005821585,0.0000349078,0.0001417277,9.366145e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001442327,"about_ca_system_score_gemma":0.001014272,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02539722,"about_ca_topic_score_gemma":0.03381051,"domain_scores_codex":[0.9990399,0.00001488974,0.0002252597,0.0001318832,0.0003418519,0.0002462133],"domain_scores_gemma":[0.9990287,0.00008406816,0.0002326522,0.00008739066,0.0004569065,0.0001103011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005830487,0.00008982708,0.5189603,0.0002813615,0.0001878682,4.121622e-8,0.07109328,0.001940894,0.004135337,0.3913698,0.01008873,0.001846677],"study_design_scores_gemma":[0.000409199,0.00002367279,0.8476311,0.0005439708,0.0001818612,2.414803e-7,0.0355993,0.004123073,0.005170185,0.003178257,0.1025773,0.0005618355],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980465,0.000120452,0.000119304,0.007608069,0.00246909,0.0005070629,0.00001682466,0.00009852836,0.008595662],"genre_scores_gemma":[0.9984149,0.00001881576,0.0002574043,0.00008243529,0.00009777261,0.0000259642,0.000006058941,0.000008208475,0.001088436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3881916,"threshold_uncertainty_score":0.98382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01485918961145197,"score_gpt":0.2268364963042086,"score_spread":0.2119773066927567,"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."}}