{"id":"W4410385209","doi":"10.1017/9781009486255.004","title":"The Anamorphic","year":2025,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Architecture, Modernity, and Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0000678099,0.000329277,0.0002574147,0.0001250883,0.0003420489,0.00004883577,0.0005626094,0.0002909669,0.000002334948],"category_scores_gemma":[0.000006082863,0.0003126418,0.0001887084,0.000006613319,0.0001829485,0.00002952435,0.0002035826,0.0006314063,0.0000158663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001353152,"about_ca_system_score_gemma":0.00006172954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000293023,"about_ca_topic_score_gemma":0.000007729114,"domain_scores_codex":[0.9991407,0.00002192082,0.0001295575,0.0002570278,0.0001781659,0.0002726467],"domain_scores_gemma":[0.9990716,0.0001419563,0.00004589825,0.0005813764,0.00005820148,0.0001009729],"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":[0.00003338115,0.000001631838,5.71219e-7,0.0001176056,0.0002318496,0.0001289673,0.00003395633,0.0003021822,0.00001485315,0.7861624,0.2048702,0.008102439],"study_design_scores_gemma":[0.000181941,0.00001201485,0.000007153254,0.00008558946,0.0001298731,0.000005613545,0.000007022942,0.001709045,0.0001000312,0.00009765688,0.997348,0.0003160832],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001677676,0.0008919623,0.008627397,0.000009957276,0.0004228539,0.000275493,0.0001281223,0.0004215669,0.9892059],"genre_scores_gemma":[0.001518214,0.0004220242,0.00005598293,0.00003478309,0.0001290391,7.263679e-7,0.00001838452,0.00004527245,0.9977756],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7924778,"threshold_uncertainty_score":0.9999326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01645090708665596,"score_gpt":0.1762119566634846,"score_spread":0.1597610495768287,"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."}}