{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002529547,0.000119588,0.0001224293,0.0005032206,0.00007301596,0.00003768717,0.0001743749,0.00006904378,0.0000266948],"category_scores_gemma":[0.00009109786,0.0001375528,0.00001927848,0.002777276,0.00001589606,0.0003750113,0.00003810205,0.000158322,0.000276688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002804982,"about_ca_system_score_gemma":0.00009578076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000131599,"about_ca_topic_score_gemma":0.00005072881,"domain_scores_codex":[0.9992069,0.0001670186,0.00009211118,0.0001981142,0.0001281944,0.0002076414],"domain_scores_gemma":[0.999537,0.000123945,0.00002167643,0.0001552568,0.00007639264,0.00008570879],"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":[0.0006741597,0.000510765,0.00802347,0.0002029559,0.0002509564,0.0001999358,0.04749539,0.667658,0.009814599,0.007463906,0.2494961,0.008209848],"study_design_scores_gemma":[0.002869808,0.0002880058,0.139212,0.0001399581,0.0001117716,0.000009785597,0.07459156,0.4369873,0.006044857,0.0001628405,0.3381468,0.001435288],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8088788,0.00004369211,0.1007084,0.0005433093,0.0007585545,0.001937078,0.00004482143,0.001700984,0.08538437],"genre_scores_gemma":[0.9913381,0.00008930306,0.006418959,0.00004409483,0.00002697193,0.000006037332,0.00003540659,0.00001801768,0.002023163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2306706,"threshold_uncertainty_score":0.5609241,"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."}}