{"id":"W105367266","doi":"10.1090/dimacs/069/13","title":"Variable neighborhood search for extremal graphs. 9. Bounding the irregularity of a graph","year":2007,"lang":"en","type":"book-chapter","venue":"DIMACS series in discrete mathematics and theoretical computer science","topic":"Graph theory and applications","field":"Mathematics","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"","keywords":"Bounding overwatch; Variable (mathematics); Combinatorics; Graph; Mathematics; Computer science; Artificial intelligence; Mathematical analysis","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.004208002,0.0004130149,0.0006844946,0.0003498337,0.0005985248,0.0002242577,0.001120457,0.0002170819,0.00007046669],"category_scores_gemma":[0.0001797047,0.0002865879,0.0002065186,0.0004219431,0.007858342,0.0001821393,0.0006717776,0.0004567556,0.000001065514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003189153,"about_ca_system_score_gemma":0.00009485373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001545498,"about_ca_topic_score_gemma":0.000002741741,"domain_scores_codex":[0.9973024,0.00003492404,0.0008153719,0.0006106652,0.000665299,0.0005714107],"domain_scores_gemma":[0.9963578,0.00196704,0.0002993601,0.0009476977,0.0002720349,0.0001560482],"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":[0.00003188716,0.00007250073,0.000005433967,0.0005354519,0.00003392493,0.000002721953,0.0008669227,0.000003479792,0.00005862246,0.9976872,0.000008634521,0.0006931936],"study_design_scores_gemma":[0.0002307912,0.0001401694,0.000005416749,0.0004565449,0.00008316771,0.00005411364,0.00011595,0.007392158,0.0004190542,0.990586,0.0001908693,0.0003257302],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003718812,0.0001712267,0.808218,0.0002575454,0.0002173647,0.0017096,0.0001440152,0.00006179861,0.1855016],"genre_scores_gemma":[0.3963723,0.00009614748,0.600789,0.00009070285,0.0001448135,0.0001156267,0.00002036318,0.000130768,0.002240338],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3926535,"threshold_uncertainty_score":0.9999586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03964920218428527,"score_gpt":0.3063905946128505,"score_spread":0.2667413924285653,"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."}}