{"id":"W95359580","doi":"10.1007/978-3-540-32439-3_3","title":"Discrepancy in Graphs and Hypergraphs","year":2006,"lang":"en","type":"book-chapter","venue":"Bolyai Society mathematical studies","topic":"Limits and Structures in Graph Theory","field":"Mathematics","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trinity College","funders":"","keywords":"Combinatorics; Mathematics; Graph; Discrete 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005748478,0.0007884607,0.00161245,0.000110307,0.0003988762,0.00004461129,0.0002798554,0.000582005,0.0001058464],"category_scores_gemma":[0.0002611913,0.0005791053,0.0008094273,0.0000849658,0.001193044,0.00007729162,0.0006113223,0.0007052938,0.0000108823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007987415,"about_ca_system_score_gemma":0.00002018087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004057825,"about_ca_topic_score_gemma":0.0000187142,"domain_scores_codex":[0.9972376,0.00003554378,0.0009809176,0.0006776022,0.0005528755,0.000515476],"domain_scores_gemma":[0.9973871,0.001488188,0.0003210503,0.0005947633,0.0001058282,0.0001030966],"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":[0.000007587823,0.0000576694,0.00006512069,0.001414554,0.0006219431,0.00001773573,0.002453257,1.164956e-7,0.000002581549,0.9734393,0.02142983,0.0004902639],"study_design_scores_gemma":[0.0004228281,0.00004622255,0.0001055121,0.0008767676,0.000319566,0.00002386874,0.0005781855,0.00001576792,0.000003681818,0.9920115,0.004953058,0.0006430339],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01874296,0.03901424,0.0002386361,0.0006706216,0.0004319412,0.001660803,0.0001311994,0.00051427,0.9385954],"genre_scores_gemma":[0.04589136,0.02790206,0.06619497,0.0008592388,0.0006336665,0.0003503315,0.00004136163,0.0007721566,0.8573548],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08124049,"threshold_uncertainty_score":0.999666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0517213572073224,"score_gpt":0.3099786930838551,"score_spread":0.2582573358765327,"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."}}