{"id":"W3214077776","doi":"10.24377/dteij.article1343","title":"Integrated studio approach to motivate collaboration in design projects","year":2023,"lang":"en","type":"article","venue":"Liverpool John Moores University","topic":"Design Education and Practice","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Studio; Design studio; Architectural engineering; Engineering; Engineering management; Systems engineering; Computer science; Telecommunications","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.004950719,0.0005184929,0.000326868,0.001383727,0.001698064,0.002792671,0.001140075,0.0009011578,0.007507752],"category_scores_gemma":[0.006794429,0.0004205107,0.0004280911,0.0008923631,0.001273672,0.001216995,0.004260413,0.001632847,0.001748732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00151708,"about_ca_system_score_gemma":0.003366099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000397383,"about_ca_topic_score_gemma":0.001984624,"domain_scores_codex":[0.9944953,0.003355904,0.0002194416,0.0005538883,0.001013073,0.0003624105],"domain_scores_gemma":[0.9947051,0.002475367,0.0003965049,0.0006161112,0.000591162,0.001215751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007444827,0.00768602,0.0198562,0.001727117,0.0001134648,0.001128695,0.1144222,0.006095423,0.03799362,0.2020708,0.02818317,0.5799788],"study_design_scores_gemma":[0.001043481,0.005576988,0.02548905,0.0009847118,0.0002037982,0.003770791,0.03632449,0.04330906,0.01901571,0.1204943,0.7436081,0.0001795452],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3337761,0.000599242,0.4366526,0.003779655,0.0005992215,0.003080499,0.0001467635,0.001574304,0.2197916],"genre_scores_gemma":[0.617054,0.0003748867,0.3309176,0.00063936,0.0001166685,0.003150054,0.0001593306,0.0001840556,0.0474041],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007507752,"threshold_uncertainty_score":0.02618223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03492018517666751,"score_gpt":0.239465479674725,"score_spread":0.2045452944980575,"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."}}