{"id":"W2905879091","doi":"10.22215/etd/2018-12990","title":"Welcome to Gypsonia: In Defense of a Contemporary Vernacular of Generic Materials","year":2018,"lang":"en","type":"dissertation","venue":"","topic":"Architecture, Modernity, and Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Division of Undergraduate Education","keywords":"Vernacular; Architectural engineering; Ceiling (cloud); Engineering; Homogenization (climate); Art; Literature; Structural engineering","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":[0.0001404358,0.0002263713,0.0005641639,0.0002908558,0.00001004024,0.000007201437,0.0001771613,0.0002201202,0.000181214],"category_scores_gemma":[0.00002388483,0.000213736,0.0000757185,0.000138771,0.0000154753,0.00003193555,0.00001721261,0.00009031604,0.00002707009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002888753,"about_ca_system_score_gemma":0.00005181571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003810559,"about_ca_topic_score_gemma":0.0003378767,"domain_scores_codex":[0.9989578,0.00003592416,0.0004934245,0.0001719968,0.0001842099,0.0001566833],"domain_scores_gemma":[0.9995081,0.00002563674,0.00008966924,0.0002627831,0.0000604371,0.00005333091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001439571,0.0002467347,0.001648429,0.008580316,0.0006760263,0.0001045308,0.01722674,0.01078041,0.9329475,0.0006889322,0.02217576,0.003485052],"study_design_scores_gemma":[0.0009132301,0.0002986381,0.01396787,0.0006370978,0.0000621306,0.000004643038,0.0004653267,0.0007676932,0.9781905,0.00165887,0.002220363,0.0008136322],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9719833,0.0006120505,0.002654047,0.000002255087,0.0007628784,0.0003522492,0.00006344188,0.00006684163,0.02350295],"genre_scores_gemma":[0.9966155,0.00003113593,0.00224968,0.00001611991,0.0001085014,0.00002733282,0.0001650979,0.0000614329,0.0007252299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.045243,"threshold_uncertainty_score":0.87159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02249308033231992,"score_gpt":0.2416190636359228,"score_spread":0.2191259833036029,"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."}}