{"id":"W2117001985","doi":"10.24908/pceea.v0i0.3923","title":"DESIGN PROJECTS IN AN ACADEMIC SETTING: COLLABORATION VERSUS CONSENSUS","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Human-Automation Interaction and Safety","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Automotive industry; Engineering management; Knowledge management; Team management; Engineering; Business; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.03728243,0.0004051902,0.0006142757,0.003858669,0.005579634,0.007726357,0.001974848,0.002498828,0.004137269],"category_scores_gemma":[0.1315525,0.0004101975,0.0004388748,0.002012689,0.006465762,0.004742795,0.009171026,0.002117111,0.000909396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002405749,"about_ca_system_score_gemma":0.004243081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001468928,"about_ca_topic_score_gemma":0.002141992,"domain_scores_codex":[0.9087299,0.07043093,0.002978574,0.003308681,0.01129298,0.003258934],"domain_scores_gemma":[0.85344,0.08667707,0.01670531,0.004831586,0.02142617,0.01691989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009279772,0.001478576,0.1896026,0.0008739749,0.0002902168,0.001675384,0.5610886,0.001877713,0.003693357,0.03519724,0.007107493,0.1961868],"study_design_scores_gemma":[0.0002587777,0.001366405,0.07209998,0.000712602,0.00008826333,0.001077153,0.8457063,0.00730419,0.001373599,0.04221731,0.02761949,0.0001759887],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9261535,0.0007665018,0.01502355,0.003562188,0.0001569055,0.0001923202,0.00002780939,0.0000643316,0.05405289],"genre_scores_gemma":[0.9973279,0.0001590421,0.001378049,0.0001443844,0.0000266047,0.00005211233,0.00001536824,0.00001260506,0.0008839058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03728243,"threshold_uncertainty_score":0.1971707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04919235072221036,"score_gpt":0.31926738273369,"score_spread":0.2700750320114797,"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."}}