{"id":"W1795622905","doi":"10.24908/pceea.v0i0.4802","title":"BEING A TEACHING ASSISTANT (TA) IN FIRST-YEAR ENGINEERING COURSE: PERSPECTIVES, CHALLENGES, REWARDS AND RECOMMENDATIONS","year":2013,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Grading (engineering); Course (navigation); Psychology; Perception; Medical education; Mathematics education; Pedagogy; Engineering; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01305775,0.0003804566,0.000307417,0.000856136,0.005605793,0.009560343,0.001892114,0.002296029,0.004194093],"category_scores_gemma":[0.01671262,0.0002238778,0.0002981773,0.001028504,0.001412048,0.006033305,0.00322286,0.003983271,0.00121562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005287653,"about_ca_system_score_gemma":0.01715071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01163635,"about_ca_topic_score_gemma":0.04522839,"domain_scores_codex":[0.9888361,0.004498504,0.0004498255,0.0005184995,0.003569889,0.002127203],"domain_scores_gemma":[0.9623834,0.008982941,0.001771116,0.0003501171,0.01085236,0.01566005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003646497,0.00126166,0.09623776,0.002250307,0.00003442004,0.003939764,0.06527001,0.0005091537,0.003062175,0.02241709,0.1725198,0.6321332],"study_design_scores_gemma":[0.00003795604,0.0007175555,0.06346292,0.003547451,0.00003717444,0.002113125,0.5630609,0.000930513,0.001705844,0.005177864,0.3590782,0.0001305766],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3031604,0.01938182,0.004421422,0.6042671,0.003898714,0.0001589383,0.0001884203,0.0002061695,0.06431714],"genre_scores_gemma":[0.9047362,0.02411522,0.01250461,0.02274484,0.0008473488,0.0002388919,0.0002131761,0.000095244,0.03450441],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01305775,"threshold_uncertainty_score":0.06905675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003941362407598241,"score_gpt":0.1906544899539352,"score_spread":0.186713127546337,"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."}}