{"id":"W7104278945","doi":"10.71781/3113","title":"Educating interior design & architecture clients about sustainable design : issues, perceptions, and expectations","year":2017,"lang":"en","type":"dissertation","venue":"Papyrus : Institutional Repository (Université de Montréal)","topic":"Architecture, Design, and Social History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainable design; Interior design; Sugar industry; Context (archaeology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0002366958,0.0004777183,0.0004428686,0.0004331329,0.02421543,0.000328281,0.0004639923,0.0003068428,0.0003031823],"category_scores_gemma":[0.0001406607,0.0005219318,0.0002332713,0.00005070719,0.0006586495,0.0003376987,0.00008092781,0.0005709851,0.00005643048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002449224,"about_ca_system_score_gemma":0.001639384,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01882889,"about_ca_topic_score_gemma":0.0169043,"domain_scores_codex":[0.9978007,0.000304494,0.0003574908,0.0006026608,0.0004355836,0.0004990626],"domain_scores_gemma":[0.9983447,0.000151524,0.0004757271,0.0004287611,0.0003431166,0.0002561988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005529741,0.0001143407,0.0001452159,0.0002584451,0.0002480762,0.0002599678,0.9485918,0.0002427452,0.0006904684,0.03195002,0.008528025,0.008417874],"study_design_scores_gemma":[0.0005244314,0.0001273752,0.001540577,0.0003672361,0.0003616044,0.000138784,0.3911596,0.000045924,0.0001429342,0.003062348,0.6017247,0.0008044289],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2799942,0.1095985,0.01054675,0.0006116021,0.00686876,0.004099932,0.0002444453,0.0008035694,0.5872322],"genre_scores_gemma":[0.2528473,0.0004656706,0.003202736,0.00008009838,0.00092988,0.0001285401,0.0004420549,0.00007368752,0.7418301],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5931967,"threshold_uncertainty_score":0.9997232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01402800782123988,"score_gpt":0.2141693373644546,"score_spread":0.2001413295432147,"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."}}