{"id":"W2152845747","doi":"10.7155/jgaa.00435","title":"Egalitarian Graph Orientations","year":2017,"lang":"en","type":"article","venue":"Journal of Graph Algorithms and Applications","topic":"Advanced Graph Theory Research","field":"Computer Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bell (Canada)","funders":"","keywords":"Lexicographical order; Orientation (vector space); Graph; Directed graph; Vertex (graph theory); Computer science; Undirected graph; Combinatorics; Mathematics; 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":[0.0004871361,0.00009730882,0.0001596848,0.000282199,0.001099559,0.0003825133,0.001225733,0.00003930173,0.000005707966],"category_scores_gemma":[0.00005052598,0.00008195489,0.0001158132,0.0003125527,0.0002835002,0.001024996,0.000163367,0.000227864,0.000004992747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000117559,"about_ca_system_score_gemma":0.00006017908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001311732,"about_ca_topic_score_gemma":0.000006046513,"domain_scores_codex":[0.9989839,0.00003490411,0.0003068915,0.0001905607,0.000288262,0.0001954904],"domain_scores_gemma":[0.9982207,0.00009056003,0.0004111085,0.0007204066,0.0003433847,0.0002138069],"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":[0.000004674278,0.00009050565,0.001266769,0.000006256256,0.00004600054,0.000009401562,0.0001830833,0.00002115986,0.0003960288,0.8598692,0.0003077472,0.1377992],"study_design_scores_gemma":[0.0006126417,0.0001325538,0.01937512,0.00001907265,0.00002074473,0.0001781915,0.0001529172,0.000680419,0.0003813041,0.9499973,0.02827923,0.0001705013],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002845408,0.0004720643,0.9929913,0.002203152,0.0001306615,0.0001739883,0.000009114713,0.00001958716,0.001154752],"genre_scores_gemma":[0.5644418,0.001410312,0.4329495,0.0001957684,0.0004823866,0.000113332,0.000002770905,0.00002273355,0.0003813989],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5615964,"threshold_uncertainty_score":0.8457034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02522473167498975,"score_gpt":0.3344823475201323,"score_spread":0.3092576158451426,"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."}}