{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002789159,0.0003997861,0.0002855242,0.002411877,0.0007410111,0.002096447,0.0004553535,0.0003330164,0.0039364],"category_scores_gemma":[0.001388437,0.0001956879,0.0002861332,0.0007368877,0.002053846,0.002585637,0.001223001,0.001025863,0.0002647132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009323757,"about_ca_system_score_gemma":0.0003217207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001612103,"about_ca_topic_score_gemma":0.001133702,"domain_scores_codex":[0.9996893,0.00003434859,0.00001146,0.00006580802,0.0001131137,0.00008603529],"domain_scores_gemma":[0.9994567,0.0001328099,0.0001238876,0.00003620565,0.00008993431,0.000160365],"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":[0.00003111491,0.0000149288,0.001605828,0.00003343243,0.00000673686,0.0000963072,0.0005191932,0.003265308,0.004500447,0.980365,0.0002927633,0.009268857],"study_design_scores_gemma":[0.00002077552,0.00007235522,0.003403707,0.00004734355,0.00001579361,0.0003625028,0.001155445,0.03381238,0.008280535,0.9407627,0.01202937,0.0000370908],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.895867,0.0006137466,0.07969256,0.0002900398,0.00006177271,0.00003618193,0.0001337613,0.00006501962,0.02323999],"genre_scores_gemma":[0.9809333,0.0003532122,0.0107649,0.0000439941,0.0000618557,0.00003417039,0.0001564501,0.00002689013,0.007625132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0039364,"threshold_uncertainty_score":0.01316857,"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."}}