{"id":"W2580678407","doi":"10.46298/dmtcs.12794","title":"Cuts and Flows of Cell Complexes","year":2013,"lang":"en","type":"article","venue":"Discrete Mathematics & Theoretical Computer Science","topic":"Topological and Geometric Data Analysis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"National Security Agency","keywords":"Mathematics; Pure mathematics; Flow (mathematics); Discriminant; Torsion (gastropod); Homology (biology); Combinatorics; 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":[],"consensus_categories":[],"category_scores_codex":[0.000747767,0.0001929144,0.0003785753,0.0002801541,0.0002155608,0.0004586579,0.002241248,0.00004727404,0.0001988176],"category_scores_gemma":[0.0001284492,0.0001269301,0.00008832274,0.001685244,0.002220128,0.0006797035,0.001836909,0.0001220563,0.0000938508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001015758,"about_ca_system_score_gemma":0.00002987658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001295244,"about_ca_topic_score_gemma":3.651622e-7,"domain_scores_codex":[0.9978223,0.00005269825,0.000436136,0.0005654038,0.000674241,0.0004492142],"domain_scores_gemma":[0.9980432,0.0004485028,0.0001418105,0.0008766709,0.0002017448,0.0002880305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[4.691631e-7,0.0000845382,0.00004205444,0.00002976823,0.000005712242,0.000001786468,0.0003719706,0.000014058,0.003536892,0.9905072,0.00006183469,0.005343759],"study_design_scores_gemma":[0.00009796758,0.0001130343,0.0005111556,0.00001583832,0.000009815045,0.00001031402,0.00003313945,0.5869595,0.003246916,0.408816,0.0000296427,0.0001567615],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09220015,0.00004176034,0.9024031,0.0005626192,0.00007790876,0.0001626719,0.000005124987,0.00006831991,0.004478319],"genre_scores_gemma":[0.5922014,0.000006585312,0.4076521,0.0001032699,0.00001420138,0.000004712793,8.387876e-7,0.000003072579,0.00001388151],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5869454,"threshold_uncertainty_score":0.8180153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01191059948671902,"score_gpt":0.2392136137117315,"score_spread":0.2273030142250125,"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."}}