{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03981815,0.001468662,0.00113672,0.004963531,0.00239154,0.004419907,0.003071978,0.002019059,0.003278438],"category_scores_gemma":[0.07322951,0.0008119828,0.0008973389,0.003476189,0.00164374,0.003641216,0.005280958,0.001357301,0.00101545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003580508,"about_ca_system_score_gemma":0.005910007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003360748,"about_ca_topic_score_gemma":0.005229521,"domain_scores_codex":[0.9618587,0.02202571,0.002840254,0.001616414,0.009826258,0.001832725],"domain_scores_gemma":[0.9273679,0.0428158,0.002648592,0.006638428,0.01601631,0.00451305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005179365,0.02075187,0.0252864,0.006129006,0.0003478812,0.001743201,0.05967369,0.02192825,0.01904545,0.007880424,0.01116509,0.8208694],"study_design_scores_gemma":[0.01236587,0.08309727,0.1231602,0.008201568,0.001499161,0.003028441,0.1205036,0.1482452,0.1327752,0.01581764,0.3500499,0.001255931],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9387597,0.0009054575,0.03286792,0.0004323193,0.00009252646,0.003396868,0.0004889918,0.001953938,0.02110224],"genre_scores_gemma":[0.8479578,0.0009514811,0.1390549,0.0001568302,0.00002967258,0.002908231,0.001756791,0.0006247897,0.006559462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03981815,"threshold_uncertainty_score":0.2105811,"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."}}