{"id":"W1516753266","doi":"","title":"3-Monotone Expanders.","year":2015,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"graph theory and CDMA systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Monotone polygon; Bipartite graph; Construct (python library); Mathematics; Queue; Computer science; Combinatorics; Discrete mathematics; Computer network; 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":[0.0003275062,0.0004097344,0.0002786174,0.0006316114,0.0006331481,0.0006424299,0.0005793438,0.0006895895,0.01971786],"category_scores_gemma":[0.001965504,0.0003034894,0.0004392203,0.0005663054,0.0006245426,0.001457748,0.001048426,0.001175225,0.003092926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000393205,"about_ca_system_score_gemma":0.0002265205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004061646,"about_ca_topic_score_gemma":0.0007899096,"domain_scores_codex":[0.9995955,0.0001040668,0.00001253575,0.00009029359,0.000124269,0.00007337493],"domain_scores_gemma":[0.9989358,0.0005605742,0.0001013479,0.0001301703,0.0001600175,0.0001121534],"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":[0.000348744,0.0001338916,0.0008742255,0.0003332513,0.00002856296,0.0005351635,0.0004565109,0.0159672,0.06734811,0.7373863,0.02373519,0.1528528],"study_design_scores_gemma":[0.0000913293,0.0001694414,0.001225455,0.00009581364,0.00003675391,0.001474246,0.0002479632,0.1298838,0.03853308,0.7285159,0.09967333,0.00005295068],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1814237,0.0009552932,0.6814032,0.00143933,0.0003226528,0.0002529831,0.001279801,0.001417107,0.131506],"genre_scores_gemma":[0.6558935,0.0006089297,0.2801133,0.001035803,0.0001827418,0.0003351044,0.001148976,0.0004016213,0.06028006],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01971786,"threshold_uncertainty_score":0.06596273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07133057850789767,"score_gpt":0.1617690543196346,"score_spread":0.09043847581173697,"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."}}