{"id":"W4402919518","doi":"10.1016/j.aam.2024.102787","title":"A topological approach to mapping space signatures","year":2024,"lang":"en","type":"article","venue":"Advances in Applied Mathematics","topic":"Topological and Geometric Data Analysis","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Air Force Office of Scientific Research; Office of Naval Research; Engineering and Physical Sciences Research Council; Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Topological space; Topology (electrical circuits); Space (punctuation); Pure mathematics; Combinatorics; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003398287,0.000160423,0.0002774155,0.0003831871,0.00004801398,0.0001709789,0.0009149386,0.00008155708,0.00001900708],"category_scores_gemma":[0.0001336991,0.0001110018,0.00006094269,0.002769509,0.00005299809,0.0002192082,0.0004202994,0.0002237507,0.0001532453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003734109,"about_ca_system_score_gemma":0.00001271291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001794326,"about_ca_topic_score_gemma":0.000001670013,"domain_scores_codex":[0.9986175,0.00001202492,0.0002736754,0.0005037235,0.0002769763,0.0003161306],"domain_scores_gemma":[0.9989771,0.0004549317,0.00003608993,0.0004322786,0.00001094469,0.00008861141],"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":[7.738367e-7,0.0001008625,0.000006358287,0.00009561637,0.000006805449,0.00001287922,0.0004926501,0.001364288,0.00009301067,0.9663119,0.0002197835,0.03129504],"study_design_scores_gemma":[0.00009909555,0.00003693411,0.00006024116,0.00005242585,0.000009298687,0.00001217538,0.0005260251,0.0660243,0.0002463406,0.8532012,0.0793895,0.0003424736],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0005688077,0.00230666,0.9055894,0.0004709854,0.000107847,0.0001786218,0.000003009684,0.0002459253,0.09052873],"genre_scores_gemma":[0.3683295,0.0001082628,0.631041,0.0002287066,0.0000393609,0.00006087088,0.000002564346,0.000005231811,0.000184536],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3677607,"threshold_uncertainty_score":0.4526522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01908609515743549,"score_gpt":0.2733875468201046,"score_spread":0.2543014516626692,"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."}}