{"id":"W4416210451","doi":"10.4310/pamq.251017233915","title":"Effective resolution of singularities","year":2025,"lang":"en","type":"article","venue":"Pure and Applied Mathematics Quarterly","topic":"Homotopy and Cohomology in Algebraic Topology","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"","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":[0.0003277322,0.0001482597,0.0003990644,0.0001131949,0.00009347315,0.00001375905,0.0001168152,0.0001757276,0.0000247047],"category_scores_gemma":[0.00006510601,0.0001319037,0.00005250609,0.0001255366,0.0002606018,0.00002906726,0.00002745143,0.0001451053,0.00000495113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001366443,"about_ca_system_score_gemma":0.00002255584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002969206,"about_ca_topic_score_gemma":0.00001183683,"domain_scores_codex":[0.9991527,0.00003245214,0.0003503597,0.0001806105,0.00009601417,0.0001878443],"domain_scores_gemma":[0.9988306,0.0007027523,0.0001342474,0.0002622511,0.00004134381,0.00002878806],"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":[0.0000186722,0.0001500907,0.00001591469,0.0006306596,0.00007887447,0.000001443355,0.003846903,1.627287e-7,0.002534062,0.9831021,0.0004032173,0.009217885],"study_design_scores_gemma":[0.0004059689,0.0001517134,0.00009277471,0.00008756481,0.0001036409,0.00001221888,0.002507692,0.00006917676,0.004924434,0.9913974,0.0001408193,0.000106605],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8488032,0.000399945,0.0833519,0.0004342454,0.0001674378,0.0008635194,0.000009676239,0.0001313492,0.0658387],"genre_scores_gemma":[0.9702188,0.000005460121,0.02905123,0.00005606904,0.00003049708,0.0001076107,0.000002371176,0.00001176955,0.0005162029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1214156,"threshold_uncertainty_score":0.5378876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01016644778704757,"score_gpt":0.2693293428927258,"score_spread":0.2591628951056782,"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."}}