{"id":"W4402578255","doi":"10.4171/jems/1521","title":"Coarse nodal count and topological persistence","year":2024,"lang":"en","type":"article","venue":"Journal of the European Mathematical Society","topic":"Topological and Geometric Data Analysis","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; McGill University","funders":"","keywords":"Mathematics; Persistence (discontinuity); Topology (electrical circuits); Pure mathematics; Combinatorics","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":[0.001773148,0.00009785176,0.000198708,0.00002752441,0.0001252499,0.0003049149,0.001019882,0.00003281922,0.00007694763],"category_scores_gemma":[0.0003240327,0.00004398639,0.0004415632,0.0005032644,0.0002357209,0.0002346803,0.0006029732,0.0003377548,0.00006801032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003028755,"about_ca_system_score_gemma":0.0000211115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.70354e-7,"about_ca_topic_score_gemma":5.314782e-8,"domain_scores_codex":[0.9987467,0.0002062205,0.0003360289,0.0001622917,0.0003871713,0.0001616125],"domain_scores_gemma":[0.9991069,0.0003615069,0.0001055662,0.0002532652,0.0000585598,0.0001142328],"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":[0.00001092908,0.0005993502,0.0005840147,0.000342456,0.0008232794,0.0006868411,0.006460827,0.00009759065,0.001090266,0.830288,0.07273372,0.08628275],"study_design_scores_gemma":[0.001149616,0.0009623809,0.01897495,0.0008175912,0.0008125756,0.006305173,0.002522205,0.2235207,0.0002886636,0.6100586,0.1335368,0.001050827],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1218977,0.003235712,0.820142,0.03314687,0.0009025722,0.0001319669,0.00001031604,0.0001360538,0.02039683],"genre_scores_gemma":[0.9530926,0.0001665744,0.04465871,0.0008644058,0.0002286544,2.826795e-7,1.246931e-7,0.000006548441,0.0009821353],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8311949,"threshold_uncertainty_score":0.2940302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02797527483426025,"score_gpt":0.2411936534779058,"score_spread":0.2132183786436455,"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."}}