{"id":"W3209159832","doi":"10.32920/ryerson.14645451.v1","title":"Ornament: a language of architecture","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Architecture, Modernity, and Design","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Architecture; Aside; History; Aesthetics; Relevance (law); Visual arts; Art; Literature; Political science; Law","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":[0.00007144798,0.0002624961,0.0003798973,0.0001225377,0.00001638689,0.00003292059,0.0002571325,0.0002385949,0.0004336773],"category_scores_gemma":[0.00001913504,0.0002340562,0.0001884402,0.00006563347,0.00003080607,0.00001353583,0.000291312,0.0007020541,0.000009012434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003154885,"about_ca_system_score_gemma":0.00004557046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000116406,"about_ca_topic_score_gemma":0.0001508052,"domain_scores_codex":[0.9990736,0.00003581163,0.0002390507,0.0002395413,0.0002034226,0.0002085453],"domain_scores_gemma":[0.9992614,0.00004634463,0.000038923,0.0005523741,0.00002842268,0.0000724783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001846549,0.0000792022,0.0001741102,0.003183229,0.0005202669,0.0001325293,0.02350925,0.8944056,0.01916263,0.0001626118,0.001883654,0.05676846],"study_design_scores_gemma":[0.003604847,0.0003250512,0.007150925,0.004227364,0.001030387,0.0003407615,0.007797442,0.2947787,0.6176314,0.04367553,0.01155866,0.007878899],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.398075,0.005354373,0.5346202,0.00004240305,0.0005767132,0.000317669,0.00005853181,0.0006204521,0.06033466],"genre_scores_gemma":[0.9818571,0.00009148605,0.01703052,0.00006099372,0.0001563828,0.00002069221,0.00007255851,0.00005749958,0.0006527812],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5996268,"threshold_uncertainty_score":0.9544533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01286992418150027,"score_gpt":0.2268418505613196,"score_spread":0.2139719263798193,"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."}}