{"id":"W4405675056","doi":"10.24908/pceea.2024.18614","title":"Development of a Support Program to Enhance the Experience of Undergraduate Engineering Summer Research Students","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Toronto; University of Alberta","keywords":"Engineering; Engineering ethics; Engineering management; Mathematics education; Psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.004904151,0.0006151004,0.0004270646,0.0009146106,0.002543734,0.002180809,0.002556568,0.001084063,0.01617484],"category_scores_gemma":[0.006352605,0.0004317694,0.0006107425,0.0004602572,0.000562951,0.00103793,0.004875561,0.002544272,0.005427371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001392979,"about_ca_system_score_gemma":0.007436312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001817657,"about_ca_topic_score_gemma":0.007564172,"domain_scores_codex":[0.9977533,0.0007600092,0.00007819364,0.0002379098,0.0005486256,0.0006219731],"domain_scores_gemma":[0.9883502,0.0006788009,0.0002313979,0.0003966674,0.00135634,0.008986675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009370575,0.02469372,0.007069097,0.0008053127,0.00003085436,0.00161249,0.0238866,0.0007008101,0.01838,0.002131094,0.1075539,0.8121992],"study_design_scores_gemma":[0.00209787,0.01890522,0.06157114,0.0009124418,0.00009611902,0.001671453,0.04539281,0.00368107,0.01487919,0.003813726,0.846712,0.0002669716],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7624093,0.0007570639,0.07232644,0.02641308,0.005556691,0.02864095,0.001400837,0.007539602,0.09495595],"genre_scores_gemma":[0.5288377,0.001267245,0.3385292,0.006005273,0.001311074,0.02922029,0.001898556,0.0007483265,0.09218238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01617484,"threshold_uncertainty_score":0.05411029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01593691178431534,"score_gpt":0.3231557043027804,"score_spread":0.3072187925184651,"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."}}