{"id":"W4403764202","doi":"10.24908/pceea.2023.17093","title":"Reflections on my engineering student experience and career path: Exploring my positionality and the impact to my research","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Career path; Path (computing); Engineering ethics; Sociology; Psychology; Pedagogy; Mathematics education; Engineering; Engineering management; Computer science","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":[0.0009098937,0.0001982837,0.0001722237,0.0005003999,0.0002342902,0.0003252288,0.000235669,0.0001220503,0.00001242865],"category_scores_gemma":[0.0006125694,0.0001557138,0.00006876211,0.001052945,0.00004478211,0.0002716581,0.00004678595,0.0005200306,0.000007328851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002191573,"about_ca_system_score_gemma":0.0001864427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003030951,"about_ca_topic_score_gemma":0.0002246673,"domain_scores_codex":[0.9985633,0.000009837475,0.0002650411,0.0002609331,0.0004886264,0.0004121923],"domain_scores_gemma":[0.9990124,0.0002099547,0.00003315368,0.0001299178,0.0002717761,0.0003428024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00007079401,0.0004215598,0.02816919,0.007489081,0.002044914,0.000003254811,0.2492331,0.1749161,0.08212741,0.3297657,0.10883,0.01692883],"study_design_scores_gemma":[0.0007788701,0.00015067,0.8311642,0.002878204,0.0001492465,0.00004949119,0.005850277,0.09296601,0.005418808,0.001450346,0.05780711,0.001336739],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894618,0.0006652236,0.00007671778,0.005485728,0.002343856,0.0005110974,0.0000310172,0.0002380874,0.001186477],"genre_scores_gemma":[0.9984148,0.00008245005,0.0002706347,0.00006895656,0.0004035303,0.0004299942,0.000005268773,0.00004692369,0.0002774697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.802995,"threshold_uncertainty_score":0.6349824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05246374733398636,"score_gpt":0.3416226028185601,"score_spread":0.2891588554845738,"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."}}