{"id":"W573636968","doi":"10.13001/1081-3810.2988","title":"Stationary vectors of stochastic matrices subject to combinatorial constraints","year":2015,"lang":"en","type":"article","venue":"Electronic Journal of Linear Algebra","topic":"graph theory and CDMA systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Mathematics; Combinatorics; Polytope; Bipartite graph; Directed graph; Matrix (chemical analysis); Discrete mathematics; Graph","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":[0.000806172,0.0001200201,0.00028411,0.0002240876,0.00002248137,0.00001064472,0.0001973237,0.00005589104,0.00003109208],"category_scores_gemma":[0.0001118223,0.0001098996,0.00009242057,0.000300175,0.00004109703,0.0001222904,0.00001101876,0.0002871584,0.00001946859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001244527,"about_ca_system_score_gemma":0.0002982949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003509564,"about_ca_topic_score_gemma":0.000002273819,"domain_scores_codex":[0.9987643,0.00007382793,0.0004741522,0.0000675044,0.0003151355,0.0003050273],"domain_scores_gemma":[0.9992789,0.0001116569,0.0001540904,0.00009723036,0.0002001029,0.0001579948],"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":[0.00227203,0.0006423597,0.001823716,0.0004861442,0.002783126,0.0001408732,0.0122955,0.3499938,0.03011908,0.5822664,0.00837303,0.008803992],"study_design_scores_gemma":[0.03531226,0.02821459,0.003743652,0.002167328,0.001475021,0.005261508,0.0170322,0.03316931,0.1092676,0.742723,0.01707546,0.004558099],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9770015,0.001974228,0.01914182,0.00002855604,0.001377482,0.0001179814,0.000007450808,0.00003155651,0.0003194106],"genre_scores_gemma":[0.9995005,0.00001409112,0.0001102445,0.000008371766,0.000328554,0.000001613958,0.000001971876,0.00002181192,0.00001290258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3168244,"threshold_uncertainty_score":0.4481574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008634904918265188,"score_gpt":0.2257691117752408,"score_spread":0.2171342068569757,"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."}}