{"id":"W1894002209","doi":"10.24908/pceea.v0i0.4821","title":"LESSONS FROM THE INAUGURAL SATELLITE DESIGN CHALLENGE","year":2013,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Satellite Communication Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Winnipeg Foundation; Canadian Space Agency; Shell Canada; University of Memphis; University of Manitoba","keywords":"Engineering management; Agency (philosophy); Systems engineering; Competition (biology); Satellite; Computer science; Experiential learning; Process management; Engineering; Political science; Aerospace engineering; Sociology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01205501,0.0008589444,0.0005327805,0.0005682064,0.00790596,0.00769695,0.003741356,0.003994606,0.006805781],"category_scores_gemma":[0.01951559,0.0005632027,0.0005309929,0.0007271338,0.004900509,0.003505182,0.004669965,0.00868939,0.002651135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0125554,"about_ca_system_score_gemma":0.01427645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0702043,"about_ca_topic_score_gemma":0.1587274,"domain_scores_codex":[0.9875716,0.004986036,0.0002877333,0.0006474844,0.005359789,0.001147355],"domain_scores_gemma":[0.9865219,0.003123645,0.0002969306,0.0007724795,0.005470472,0.003814474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001696493,0.0008364472,0.003890936,0.0006757957,0.00003391241,0.002398472,0.1126263,0.005168245,0.004256589,0.08623291,0.5012628,0.2824479],"study_design_scores_gemma":[0.00003154568,0.0002159503,0.001348281,0.0002693984,0.000005979845,0.0008053672,0.0390349,0.001040333,0.0007148837,0.01162734,0.9448372,0.00006878904],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1641948,0.01317924,0.06582011,0.3845101,0.008317086,0.000393026,0.000321874,0.001085012,0.3621788],"genre_scores_gemma":[0.5804816,0.008539067,0.05379731,0.0322179,0.001601008,0.0004054353,0.0004963306,0.001281805,0.3211795],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0702043,"threshold_uncertainty_score":0.1395913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0199420960280584,"score_gpt":0.2112775484556519,"score_spread":0.1913354524275935,"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."}}