{"id":"W3160843082","doi":"10.22215/etd/2019-13819","title":"The Implications of Sustainable Design Considerations for an Effective Learning Environment in Industrial Design Studios","year":2019,"lang":"en","type":"dissertation","venue":"","topic":"Educational Environments and Student Outcomes","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Studio; Industrial design; Creativity; Architectural engineering; Sustainable design; Design studio; Engineering; Field (mathematics); Quality (philosophy); Design education; Engineering management; Multimedia; Computer science; Sustainability; Psychology; Business; Mechanical engineering; Advertising","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":[0.004843428,0.0002577792,0.0001770683,0.0006726528,0.003413426,0.008743805,0.0007535115,0.001185239,0.01132822],"category_scores_gemma":[0.00873442,0.0002001459,0.0003216974,0.0006794235,0.003073785,0.002759738,0.003071383,0.00177949,0.001143849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003519118,"about_ca_system_score_gemma":0.007847984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00218843,"about_ca_topic_score_gemma":0.008094331,"domain_scores_codex":[0.995896,0.002323985,0.0001405804,0.0002054956,0.001063758,0.0003702373],"domain_scores_gemma":[0.992929,0.003188123,0.0006221305,0.0002217499,0.001649958,0.001389085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001830839,0.001457618,0.02302174,0.001308673,0.00002903159,0.0010151,0.06881208,0.003943929,0.00435302,0.4913398,0.03421031,0.3703256],"study_design_scores_gemma":[0.00008294266,0.000449179,0.05096368,0.002048395,0.00006129962,0.0006311106,0.1837929,0.001950652,0.005822868,0.2376092,0.5164882,0.00009957031],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.317124,0.003589213,0.01306433,0.07689421,0.0005637781,0.000258797,0.00008893957,0.00009691253,0.5883198],"genre_scores_gemma":[0.9548981,0.002485234,0.008182293,0.001812481,0.000105689,0.0001192295,0.00003343214,0.00004081025,0.03232266],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01132822,"threshold_uncertainty_score":0.03789669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08739653310596376,"score_gpt":0.3752165802538796,"score_spread":0.2878200471479159,"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."}}