{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001226395,0.0005122354,0.0002507295,0.0008185456,0.005112846,0.008704449,0.0005673414,0.001497616,0.03151806],"category_scores_gemma":[0.003449282,0.0002632845,0.0002627153,0.000702795,0.01192925,0.01154541,0.004348873,0.002744489,0.004714741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003245797,"about_ca_system_score_gemma":0.002168728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004577791,"about_ca_topic_score_gemma":0.006147833,"domain_scores_codex":[0.9984738,0.0007823932,0.00003683352,0.0002331096,0.0003168555,0.0001569963],"domain_scores_gemma":[0.9990757,0.0002919719,0.00005044243,0.0002350107,0.0001547674,0.0001921283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00000718254,0.000003435831,0.00004067785,0.0000101383,5.614598e-7,0.00002687724,0.001563309,0.00006658325,0.00010766,0.9902379,0.003455747,0.004479902],"study_design_scores_gemma":[0.0000084712,0.00002449396,0.000220065,0.00006289714,0.000003156684,0.0001232385,0.004317401,0.0006372489,0.0002463871,0.5640996,0.4302423,0.00001479497],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0287389,0.002852093,0.09566677,0.0198929,0.001011921,0.00008925127,0.0002012483,0.0004069489,0.85114],"genre_scores_gemma":[0.7502368,0.001829369,0.0306799,0.002528496,0.0003284842,0.0002009787,0.0002847523,0.0005319193,0.2133793],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03151806,"threshold_uncertainty_score":0.1054385,"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."}}