{"id":"W1942660119","doi":"10.24908/pceea.v0i0.5872","title":"ACADEMIC IMPACT AND PERSONAL EXPERIENCE OF DESIGN TEACHING ASSISTANTS IN UNDERGRADUATE COURSES","year":2015,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Engineering education; Mathematics education; Medical education; Engineering management; Computer science; Engineering; Psychology; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.007907299,0.0002830048,0.0004026402,0.002130317,0.004306023,0.007979249,0.001080508,0.0007589217,0.01126723],"category_scores_gemma":[0.02955247,0.0003382122,0.0003692146,0.001161586,0.001679863,0.001708833,0.004096127,0.001472479,0.002539154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00323469,"about_ca_system_score_gemma":0.003096825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002113279,"about_ca_topic_score_gemma":0.004663172,"domain_scores_codex":[0.9888036,0.004748314,0.0004087707,0.0006260829,0.003618036,0.001795188],"domain_scores_gemma":[0.9634293,0.006917737,0.003771791,0.0008783495,0.008611262,0.0163915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004251275,0.003470656,0.2644511,0.0004016383,0.00007901452,0.001526317,0.2412578,0.0004425962,0.002547103,0.003770145,0.03618863,0.44544],"study_design_scores_gemma":[0.00006525547,0.002342517,0.2696829,0.0004669387,0.00006454827,0.002557077,0.5246838,0.000877371,0.002484306,0.001492324,0.195118,0.000165059],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9620667,0.001691431,0.0004136236,0.002796377,0.0002776191,0.00002718342,0.00006585177,0.00004740918,0.03261373],"genre_scores_gemma":[0.9780161,0.001269614,0.0003290524,0.0006681345,0.0001247838,0.00002494986,0.00007546429,0.00002034133,0.01947161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01126723,"threshold_uncertainty_score":0.04181832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03788617065452752,"score_gpt":0.3378736753746946,"score_spread":0.2999875047201671,"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."}}