{"id":"W2121179858","doi":"10.24908/pceea.v0i0.3728","title":"INVESTIGATING COLLABORATIVE INFORMATION SEEKING PRACTICE OF DESIGN ENGINEERING STUDENTS","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Information literacy; Engineering education; Knowledge management; Entry Level; Engineering design process; Computer science; Engineering management; Engineering; Medical education; World Wide Web; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001679237,0.00009801913,0.0001206109,0.0003446809,0.0002851555,0.0002015936,0.0004754619,0.0001083636,0.00002964905],"category_scores_gemma":[0.007504574,0.00009954808,0.00004160237,0.001320171,0.00003647657,0.009833788,0.0000300772,0.0001496468,0.00000813584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008972515,"about_ca_system_score_gemma":0.001561743,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009421077,"about_ca_topic_score_gemma":0.0002554757,"domain_scores_codex":[0.9985637,0.00002243139,0.0004294161,0.00008221224,0.000650263,0.000251986],"domain_scores_gemma":[0.9973372,0.0001347468,0.0008361275,0.0000666302,0.001439361,0.000185913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007409338,0.0001083035,0.276049,0.0003598865,0.0001616481,4.425128e-8,0.436377,0.002816717,0.001091694,0.2635885,0.0177191,0.00172065],"study_design_scores_gemma":[0.0007487596,0.0001234919,0.4412574,0.001198568,0.0001587821,0.000003152493,0.07464597,0.01249612,0.01414334,0.001064285,0.4531054,0.001054641],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7674962,0.0002086509,0.001916082,0.01769913,0.008267319,0.004468718,0.00009633516,0.0005047075,0.1993428],"genre_scores_gemma":[0.981939,0.00001551944,0.01672329,0.000814374,0.00009400568,0.00003611704,0.000004687796,0.000009646268,0.0003633168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4353864,"threshold_uncertainty_score":0.9971753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01262338404302756,"score_gpt":0.2432907255600696,"score_spread":0.230667341517042,"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."}}