{"id":"W2949500475","doi":"10.1016/j.disc.2019.05.002","title":"On the reliability roots of simplicial complexes and matroids","year":2019,"lang":"en","type":"article","venue":"Discrete Mathematics","topic":"Graph theory and applications","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Matroid; Mathematics; h-vector; Combinatorics; Abstract simplicial complex; Simplicial complex; Simplicial homology; Reliability (semiconductor); Simplicial approximation theorem; Discrete mathematics; Simplicial set; Pure mathematics","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":[0.000564479,0.0001434429,0.0002792844,0.00003269272,0.00009694253,0.00002208404,0.0002361864,0.00005439152,0.0001998101],"category_scores_gemma":[0.0003411962,0.00008804474,0.00009297398,0.0001262592,0.0001713407,0.00003684987,0.00008354511,0.0001254484,0.0000509729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008452995,"about_ca_system_score_gemma":0.000009436516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002721696,"about_ca_topic_score_gemma":0.000002246678,"domain_scores_codex":[0.999072,0.00006003449,0.0003475621,0.0001677233,0.0002005347,0.0001521475],"domain_scores_gemma":[0.9970473,0.001955489,0.0001877626,0.0007230738,0.00004811058,0.00003827738],"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":[0.000009957796,0.0001030632,0.0001759672,0.000231418,0.00001714836,8.59881e-8,0.0006087717,0.000006096591,0.002791889,0.9955565,0.0004572252,0.00004184891],"study_design_scores_gemma":[0.0001495875,0.0000612274,0.0005857007,0.00006762111,0.00003356598,0.000002631305,0.0006795429,0.001008558,0.002284264,0.9948764,0.0001473442,0.0001035302],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860153,0.000008115517,0.001440734,0.0004969867,0.00002607261,0.0006010782,0.00004339521,0.0000429314,0.01132541],"genre_scores_gemma":[0.9941149,0.000002691133,0.005486845,0.00006326381,0.00001504245,0.00003074894,0.000003283028,0.0000208795,0.0002623601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01106305,"threshold_uncertainty_score":0.359036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0238389849403737,"score_gpt":0.2936747050196915,"score_spread":0.2698357200793178,"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."}}