{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004508709,0.0001924654,0.0001503104,0.0003324569,0.0001630984,0.00006407261,0.0004204713,0.0002419918,0.00006514267],"category_scores_gemma":[0.0003139284,0.0001827433,0.00004965728,0.00111617,0.00001899331,0.0003026411,0.00003287799,0.000351934,0.00000680723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003210048,"about_ca_system_score_gemma":0.001267486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001810422,"about_ca_topic_score_gemma":0.001426712,"domain_scores_codex":[0.9988728,0.00001737205,0.0003201338,0.0001986381,0.0002687178,0.0003223135],"domain_scores_gemma":[0.9991379,0.00005522996,0.0001505157,0.0001413309,0.0003237091,0.000191314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004410088,0.001403449,0.3644837,0.001339733,0.0005470155,0.000002709484,0.1915855,0.1036059,0.0110707,0.05600683,0.2599856,0.009924754],"study_design_scores_gemma":[0.001091569,0.00008079951,0.7460129,0.001707179,0.0001675235,0.00002359652,0.08558141,0.05203809,0.02832727,0.0003545738,0.08251337,0.002101694],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806003,0.000179057,0.0003331814,0.003548066,0.00521767,0.001081533,0.00001153979,0.0002403798,0.00878826],"genre_scores_gemma":[0.9927513,0.00002336736,0.005028487,0.00007691203,0.0001088084,0.0001088226,0.000006545683,0.00003312512,0.00186266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3815292,"threshold_uncertainty_score":0.8394165,"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."}}