{"id":"W2150074913","doi":"10.24908/pceea.v0i0.3737","title":"EVALUATION OF DESIGN COLLABORATION TOOLS FOR THE SUNSTANG ELECTRIC CAR PROJECT","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Variety (cybernetics); Groove (engineering); Engineering; Work (physics); Computer science; Software engineering; World Wide Web; Mechanical 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":[0.001863123,0.0001563196,0.0001610809,0.0003424564,0.0001171846,0.00007304451,0.0002989547,0.000146592,0.00002572745],"category_scores_gemma":[0.002484833,0.0001380011,0.00008167826,0.0009602574,0.00001113802,0.0003150969,0.00000677441,0.0001484651,0.000001985024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002034684,"about_ca_system_score_gemma":0.001740097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001759545,"about_ca_topic_score_gemma":0.001954052,"domain_scores_codex":[0.9987665,0.00001743467,0.0003502741,0.0001335445,0.0004661272,0.0002661125],"domain_scores_gemma":[0.9973038,0.0002015836,0.0002335732,0.0001389236,0.002045452,0.00007669799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004780777,0.0004081381,0.01223854,0.002620373,0.002249069,6.046736e-8,0.05866297,0.4083355,0.1020268,0.07378469,0.2875272,0.05209889],"study_design_scores_gemma":[0.001205934,0.0001371679,0.1086546,0.0003366185,0.001436698,0.000006873523,0.005134796,0.6680149,0.1504697,0.001040115,0.06248009,0.001082427],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8985136,0.006101401,0.01512364,0.005415102,0.02312737,0.01838616,0.0003386045,0.001141654,0.03185244],"genre_scores_gemma":[0.9966154,0.00003962154,0.002336505,0.00003355758,0.0001578968,0.0005083215,0.000009712421,0.00004680255,0.0002521845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2596795,"threshold_uncertainty_score":0.562752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05995958147882809,"score_gpt":0.2727890603529474,"score_spread":0.2128294788741193,"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."}}