{"id":"W4412648039","doi":"10.55016/ojs/cdm.v1i1.61900","title":"Szemer'edi's regularity lemma revisited","year":2006,"lang":"en","type":"article","venue":"Contributions to Discrete Mathematics","topic":"Limits and Structures in Graph Theory","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lemma (botany); Combinatorics; Mathematics; Genealogy; Biology; History; Botany","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002412724,0.0004187386,0.0009468411,0.002253643,0.001402068,0.002284229,0.001731462,0.001754321,0.005690732],"category_scores_gemma":[0.006830829,0.0004681353,0.001310106,0.002074786,0.005340847,0.008201835,0.003104832,0.003952883,0.0009742308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001815414,"about_ca_system_score_gemma":0.0007177769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001186952,"about_ca_topic_score_gemma":0.0005577432,"domain_scores_codex":[0.9982896,0.0003257939,0.0001061519,0.0004272494,0.0006046891,0.0002464286],"domain_scores_gemma":[0.9959815,0.002310336,0.0002944184,0.0005842622,0.0006604216,0.0001691738],"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":[0.00001079905,0.000004432189,0.0001225241,0.00001908774,0.00000516834,0.00004558942,0.00006280231,0.0004847889,0.0002766495,0.9944625,0.0009725969,0.003532937],"study_design_scores_gemma":[0.000009376221,0.0000141643,0.0002826813,0.00001632984,0.000008664577,0.0001783569,0.00004829838,0.004867919,0.0008908371,0.9810472,0.01261875,0.00001742927],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1413482,0.008181925,0.5589868,0.0185133,0.001629486,0.0001081888,0.001059002,0.0005332066,0.2696398],"genre_scores_gemma":[0.8980778,0.004980352,0.05334438,0.002668751,0.001630425,0.0001429912,0.0002995491,0.0002977883,0.03855795],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005690732,"threshold_uncertainty_score":0.01903737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01608034211140303,"score_gpt":0.3121497507281633,"score_spread":0.2960694086167603,"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."}}