{"id":"W4396608456","doi":"10.1090/gsm/236/06","title":"The ghost of Euclid","year":2024,"lang":"en","type":"book-chapter","venue":"Graduate studies in mathematics","topic":"Art, Technology, and Culture","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Geology; Computer science; Geography","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":[0.0002597721,0.0002968893,0.0005398428,0.0000854583,0.0002734703,0.00004262059,0.0003178825,0.000173394,0.00009476212],"category_scores_gemma":[0.0000828105,0.0001671643,0.0001694058,0.0000109178,0.001815021,0.00002582777,0.0002783785,0.0006460429,0.0002180816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003960275,"about_ca_system_score_gemma":0.00001202537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004456918,"about_ca_topic_score_gemma":0.001270234,"domain_scores_codex":[0.998825,0.00000591042,0.0005410883,0.0001881678,0.0002401146,0.0001997923],"domain_scores_gemma":[0.9989581,0.0002242995,0.0002407342,0.0003940985,0.0001692969,0.00001349548],"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":[0.000001422622,0.00001195906,1.328238e-7,0.0005894928,0.0003546982,0.00001322782,0.05850893,1.695398e-7,2.423812e-7,0.8429112,0.09719674,0.0004118308],"study_design_scores_gemma":[0.00003059141,0.00002470514,6.930895e-8,0.0005259592,0.00009279684,0.000002430734,0.02095465,0.000004350516,0.000002528907,0.5074369,0.4708217,0.000103274],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000042047,0.0160011,8.684721e-7,0.001868752,0.001020234,0.0002699382,0.00009475384,0.0001049054,0.9805974],"genre_scores_gemma":[0.001638227,0.02263394,0.00009222329,0.00005023691,0.0003535553,0.00002744592,0.000007313049,0.00005841447,0.9751387],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.373625,"threshold_uncertainty_score":0.6816761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1553394396734509,"score_gpt":0.3064790885180914,"score_spread":0.1511396488446405,"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."}}