{"id":"W3209008119","doi":"10.32920/ryerson.14646015.v1","title":"A Flat World for a Short Real","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Architecture; Sign (mathematics); Negotiation; Genius; Binary opposition; Aesthetics; Vision; Sociology; Epistemology; Visual arts; Literature; Art; Philosophy; Social science; Mathematics","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":[0.00003596237,0.0001287324,0.0001539117,0.00006909683,0.00001713262,0.00003840741,0.00009556213,0.00007139484,0.00009000902],"category_scores_gemma":[0.000002478341,0.0001250445,0.0000883957,0.00004543095,0.000004953532,0.00001147717,0.00008282263,0.0001819777,0.000005968245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002904731,"about_ca_system_score_gemma":0.00003735768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001346084,"about_ca_topic_score_gemma":0.0001806302,"domain_scores_codex":[0.9995129,0.000005804041,0.000123049,0.000161888,0.00008057652,0.000115852],"domain_scores_gemma":[0.9997168,0.00007135307,0.000005562548,0.0001454571,0.0000248088,0.00003598192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000008004356,0.000006429088,0.00003130857,0.0003352953,0.0002055058,0.00001266405,0.000236544,0.9300595,0.0004198953,0.00267439,0.02413693,0.04187352],"study_design_scores_gemma":[0.0001526776,0.00002046027,0.001134382,0.0001292489,0.00008119889,0.000008993279,0.00003148816,0.9391068,0.002624401,0.02512051,0.03089575,0.0006940825],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005572934,0.0002251005,0.9006788,0.00005702637,0.0005314532,0.00029922,0.00001812488,0.0004295073,0.0921879],"genre_scores_gemma":[0.8979297,0.00004150341,0.09770863,0.0001157916,0.0005039581,0.0002456958,0.0005355069,0.00005743923,0.002861764],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8923568,"threshold_uncertainty_score":0.5099165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02129494660535288,"score_gpt":0.2475570578233323,"score_spread":0.2262621112179794,"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."}}