{"id":"W3002593792","doi":"10.24908/pceea.vi0.13704","title":"INTERNATIONAL STUDENT PERCEPTION OF COLLABORATIVE GROUP EXAMS IN A FIRST-YEAR ENGINEERING CHEMISTRY COURSE","year":2019,"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 British Columbia","funders":"","keywords":"Group work; Perception; Medical education; Psychology; Work (physics); 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":[0.005082778,0.0003853504,0.0005315527,0.0009956018,0.002227445,0.004364505,0.000830072,0.001251825,0.005446854],"category_scores_gemma":[0.01757646,0.0002779933,0.0006122893,0.0005012727,0.001258341,0.001103744,0.002707977,0.002662909,0.0009829041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001286807,"about_ca_system_score_gemma":0.0018951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006008737,"about_ca_topic_score_gemma":0.007461421,"domain_scores_codex":[0.996182,0.0009250218,0.0002462979,0.0002837468,0.001642731,0.0007202971],"domain_scores_gemma":[0.9778186,0.00409536,0.003170814,0.000494984,0.003503404,0.01091693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006262611,0.004716686,0.6966671,0.0002668655,0.0001218871,0.001170416,0.1859779,0.0005497132,0.01043602,0.0007822987,0.005613097,0.0930717],"study_design_scores_gemma":[0.00005058168,0.003879266,0.6675325,0.0001991833,0.00005362571,0.0008299921,0.3114508,0.0008942249,0.002248041,0.0003035362,0.01237674,0.0001814877],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971831,0.00007475125,0.0001468908,0.0002797904,0.00004202256,0.00002053099,0.00001488543,0.000009962366,0.002228101],"genre_scores_gemma":[0.9970693,0.0001480526,0.0002075282,0.0002295253,0.00002034691,0.00002184754,0.0000422325,0.000008363115,0.002252906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006008737,"threshold_uncertainty_score":0.02688056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.001940384782227754,"score_gpt":0.1881476682675088,"score_spread":0.186207283485281,"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."}}