{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001041721,0.0002017008,0.0002006505,0.0007526873,0.00008669116,0.0005408567,0.0009535972,0.0001543696,0.000006919123],"category_scores_gemma":[0.0008311112,0.0002223597,0.00003778745,0.002213985,0.000009338382,0.002711328,0.00006281307,0.0003806509,0.000006564818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002038914,"about_ca_system_score_gemma":0.0009058297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009544835,"about_ca_topic_score_gemma":0.0008049501,"domain_scores_codex":[0.9985071,0.00002038068,0.0003736377,0.0002248105,0.0004377122,0.0004363481],"domain_scores_gemma":[0.9986522,0.00004738294,0.0003497759,0.0001428134,0.0005799656,0.000227883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009011623,0.000308592,0.9046826,0.0001918796,0.00006160304,5.00873e-7,0.04483732,0.03112504,0.000361133,0.0144444,0.002422986,0.001554923],"study_design_scores_gemma":[0.0002956543,0.00003612767,0.950976,0.0002718717,0.00001006942,0.000001653934,0.002094978,0.04306976,0.0005643151,0.00002716484,0.002312092,0.0003402806],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877924,0.0001060933,0.002067345,0.004534525,0.002751661,0.001624321,0.0000055902,0.000290258,0.0008277896],"genre_scores_gemma":[0.9760717,0.000004838271,0.02345471,0.00007962337,0.00005032039,0.0001672563,0.000004884857,0.00002195773,0.0001447804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04629342,"threshold_uncertainty_score":0.9067564,"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."}}