{"id":"W1914571330","doi":"10.24908/pceea.v0i0.3822","title":"UNIVERSITY-INDUSTRY COLLABORATION IN MULTIDISCIPLINARY DESIGN EDUCATION: THE SANDVIK MINING EQUIPMENT - QUEEN'S MINE-MECHANICAL EXPERIENCE","year":2011,"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":"Queen's University","funders":"","keywords":"Capstone; Multidisciplinary approach; Engineering; Context (archaeology); Engineering management; Mining industry; Work (physics); Construction engineering; Mechanical engineering; Computer science; Mining engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.006871538,0.0002503538,0.0003937788,0.000662246,0.01493663,0.007979305,0.001820989,0.002793755,0.0129454],"category_scores_gemma":[0.00539149,0.0004731119,0.0003605184,0.001518759,0.004573124,0.003955328,0.01207039,0.002854796,0.001713721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007735776,"about_ca_system_score_gemma":0.01667199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0171061,"about_ca_topic_score_gemma":0.1056159,"domain_scores_codex":[0.9909258,0.005167239,0.0002661789,0.0004046861,0.001153301,0.00208283],"domain_scores_gemma":[0.9886351,0.002428951,0.0003389533,0.0003947484,0.0007254772,0.007476798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002140644,0.003090492,0.02819369,0.0007713538,0.00003300376,0.005624693,0.5390362,0.0009008507,0.001921397,0.03566665,0.07294571,0.3116018],"study_design_scores_gemma":[0.00005377157,0.0005145947,0.02011882,0.0004257028,0.00001227898,0.002213197,0.5295247,0.0005902839,0.001006008,0.00375606,0.4416983,0.00008633579],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8243519,0.008970482,0.00445739,0.03147462,0.0008364535,0.000104497,0.00004302108,0.0001693637,0.1295923],"genre_scores_gemma":[0.9619863,0.002592269,0.003007334,0.001427596,0.00005645729,0.00004032221,0.00003306493,0.00004338903,0.03081326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0171061,"threshold_uncertainty_score":0.05612725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01102544554076279,"score_gpt":0.211382588354322,"score_spread":0.2003571428135592,"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."}}