{"id":"W2149999973","doi":"10.24908/pceea.v0i0.3581","title":"GeoSurv II Unmanned Aerial Vehicle: A major undergraduate project with","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Rocket and propulsion systems research","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Capstone; Avionics; Aerospace; Engineering; Engineering management; Government (linguistics); Aeronautics; Engineering education; Project management; Project manager; Test (biology); Systems engineering; Computer science; Aerospace engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003967198,0.000186099,0.0001961195,0.0003730479,0.0002272164,0.00007906256,0.0003426125,0.0001591406,0.00003517647],"category_scores_gemma":[0.0002272071,0.0001589873,0.00006629631,0.0007687763,0.00001631458,0.0002520199,0.00003006689,0.000266173,0.00001467669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001251398,"about_ca_system_score_gemma":0.000578013,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01287037,"about_ca_topic_score_gemma":0.00908052,"domain_scores_codex":[0.9986859,0.000009082153,0.0002857684,0.000177767,0.0004123435,0.0004291403],"domain_scores_gemma":[0.9990109,0.00002109481,0.0001497162,0.0001256196,0.0004980823,0.0001945546],"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":[0.0001935033,0.0005521451,0.3627999,0.004648435,0.002335453,0.000002967933,0.04009022,0.001308801,0.05464631,0.01202098,0.4953373,0.02606403],"study_design_scores_gemma":[0.004211422,0.0006764395,0.5079307,0.002019155,0.0004302719,0.00007288984,0.003723285,0.01977368,0.1849838,0.00171626,0.2709056,0.003556503],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9800575,0.00008459922,0.00001205094,0.0009531873,0.001318441,0.0007307084,0.00002469148,0.0002182363,0.01660061],"genre_scores_gemma":[0.9956024,0.00001101,0.0005558014,0.00003306675,0.0002006299,0.0001310563,0.000006897202,0.00006020129,0.003398882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2244317,"threshold_uncertainty_score":0.993703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01458357163464883,"score_gpt":0.2112390758005641,"score_spread":0.1966555041659153,"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."}}