{"id":"W4386524009","doi":"10.32920/24101478","title":"Tangible to Intangible","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Architecture, Design, and Social History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Studio; Design studio; Curriculum; Interior design; Architectural engineering; Engineering management; Engineering; Sociology; Engineering ethics; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0008863182,0.0007252303,0.0002270384,0.001629108,0.001414735,0.009116187,0.0008875985,0.00129649,0.0692843],"category_scores_gemma":[0.003299738,0.0002420246,0.0004113525,0.001572651,0.006230875,0.006029366,0.005367729,0.002101054,0.009429045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001980771,"about_ca_system_score_gemma":0.001422726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001702486,"about_ca_topic_score_gemma":0.003038313,"domain_scores_codex":[0.9986351,0.000282784,0.00007930681,0.0002333986,0.0005341977,0.0002352786],"domain_scores_gemma":[0.9984967,0.0003237863,0.0002218894,0.0003969031,0.0002786048,0.0002821606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006252345,0.0001029374,0.001356216,0.0005312851,0.000009483952,0.0002874279,0.004455046,0.0003722682,0.001383066,0.8014112,0.01222769,0.1778008],"study_design_scores_gemma":[0.0000243927,0.0001794857,0.004769259,0.001085952,0.00002458021,0.0008805515,0.006286216,0.0007152991,0.001752359,0.1901119,0.7941329,0.00003703105],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02669002,0.005592457,0.03970836,0.004130369,0.001715741,0.0001170689,0.0004586111,0.0003709344,0.9212164],"genre_scores_gemma":[0.5962166,0.007517529,0.02792952,0.002006001,0.0004677363,0.0003374335,0.0006186744,0.0003324301,0.3645742],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0692843,"threshold_uncertainty_score":0.2317791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1091059521770152,"score_gpt":0.2708893843488245,"score_spread":0.1617834321718093,"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."}}