{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004625623,0.0001917,0.0001815178,0.0001405726,0.0001790127,0.0002139359,0.0008021299,0.0001775728,0.00006656345],"category_scores_gemma":[0.0005359946,0.0001594324,0.00008769448,0.0004865234,0.00002129859,0.000334784,0.00003522722,0.0003279889,0.0001199818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001763289,"about_ca_system_score_gemma":0.0002314034,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01440861,"about_ca_topic_score_gemma":0.004006736,"domain_scores_codex":[0.9988086,0.00002112023,0.0003683219,0.0001566829,0.0003069156,0.0003383579],"domain_scores_gemma":[0.9985636,0.0002514099,0.0002075622,0.0003022924,0.0005016546,0.0001734073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000008567832,0.0002852914,0.2023808,0.001089008,0.001964185,2.609403e-7,0.05085117,0.02329332,0.0527298,0.06250632,0.4920645,0.1128269],"study_design_scores_gemma":[0.000331866,0.00001636357,0.5899624,0.0004516368,0.00009255486,0.000004020019,0.002402426,0.02150463,0.00612163,0.001890859,0.3764149,0.0008067447],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6870552,0.03254359,0.0006816044,0.1615135,0.01738482,0.008566245,0.0002773205,0.002572283,0.0894054],"genre_scores_gemma":[0.99708,0.0003891627,0.001033527,0.0002052483,0.0002514759,0.0002343123,0.00001265368,0.00005922043,0.0007344004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3875816,"threshold_uncertainty_score":0.9921545,"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."}}