{"id":"W2098595143","doi":"10.24908/pceea.v0i0.3725","title":"WORK IN PROGRESS: HOW ENGINEERING STUDENTS COLLABORATIVELY SEEK INFORMATION IN AN ENGINEERING DESIGN COURSE?","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Informatics; Course (navigation); Work (physics); Collaborative learning; Knowledge management; Engineering informatics; Computer science; Engineering; Health informatics","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":[0.01307082,0.0004988465,0.0005592779,0.001883579,0.003175667,0.009735792,0.001843288,0.00376169,0.002695438],"category_scores_gemma":[0.08361438,0.0004417403,0.0006161721,0.001082355,0.004244678,0.0111464,0.004788509,0.002889282,0.001083303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001338718,"about_ca_system_score_gemma":0.00232638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002018541,"about_ca_topic_score_gemma":0.002077041,"domain_scores_codex":[0.9870403,0.008036849,0.0005810071,0.00116887,0.002322505,0.0008504904],"domain_scores_gemma":[0.9580675,0.02495233,0.006529742,0.002601435,0.003426735,0.004422176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003222311,0.001464485,0.1388007,0.0003888932,0.0001132538,0.0008049973,0.7263535,0.0005470064,0.003848851,0.004836758,0.001668023,0.1208512],"study_design_scores_gemma":[0.00006863276,0.001164446,0.08304677,0.0004063078,0.0001663488,0.00127831,0.8770919,0.002912566,0.002618194,0.00883595,0.02225333,0.0001572688],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9781099,0.0005417956,0.003713233,0.002720634,0.0000485508,0.00007936611,0.00002668485,0.0000553126,0.01470456],"genre_scores_gemma":[0.9954777,0.0003203304,0.001658481,0.0001510196,0.00001430477,0.00004805613,0.00003534096,0.00001571251,0.00227901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01307082,"threshold_uncertainty_score":0.06912595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01183916384128959,"score_gpt":0.2211908616569611,"score_spread":0.2093516978156715,"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."}}