{"id":"W4392733199","doi":"10.1017/9781108874144.015","title":"Multiple point asymptotics","year":2024,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Point processes and geometric inequalities","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Point (geometry); Mathematics; Computer science; Geometry","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":[0.0001932683,0.0005029441,0.0006029999,0.0004592764,0.0001469866,0.00009610557,0.0005119903,0.0004835654,0.00002134103],"category_scores_gemma":[0.0001201788,0.0005390828,0.0003848459,0.00002320958,0.0001691783,0.00009338313,0.0006045099,0.0006787929,0.0001015773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002503025,"about_ca_system_score_gemma":0.0001213818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006612416,"about_ca_topic_score_gemma":0.000004073539,"domain_scores_codex":[0.9982964,0.00001797915,0.0003386883,0.0005501626,0.0004124668,0.0003842527],"domain_scores_gemma":[0.9981811,0.0005116664,0.0002401303,0.0006419467,0.0002517252,0.0001734241],"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":[0.00003271582,0.00001172388,3.217935e-7,0.001039165,0.0002585296,0.0003708239,0.0001014265,6.357584e-7,0.000003129992,0.9182096,0.07968391,0.000288031],"study_design_scores_gemma":[0.0003931615,0.0000632318,3.893134e-7,0.0005181607,0.0005276223,0.00003478921,0.0001345684,0.0001278616,0.0002018135,0.01110386,0.9862552,0.0006394059],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000710972,0.0004167741,0.001571144,0.00003173896,0.0004965682,0.0003606821,0.0007472244,0.0004148461,0.9958899],"genre_scores_gemma":[0.001145828,0.0001480485,0.0005987524,0.00004990233,0.0002802496,8.365104e-7,0.00004784641,0.0001135168,0.997615],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9071057,"threshold_uncertainty_score":0.9997061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05164464464456898,"score_gpt":0.24119198273518,"score_spread":0.1895473380906111,"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."}}