{"id":"W4401922998","doi":"10.1137/23m1561105","title":"Cliques, Chromatic Number, and Independent Sets in the Semi-random Process","year":2024,"lang":"en","type":"article","venue":"SIAM Journal on Discrete Mathematics","topic":"Stochastic processes and statistical mechanics","field":"Mathematics","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"Austrian Science Fund","keywords":"Mathematics; Chromatic scale; Combinatorics; Discrete mathematics; Random graph; Graph","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":[0.001803236,0.0003340589,0.0005091341,0.0001277199,0.0001724877,0.0005440446,0.0004143257,0.0001374797,0.0001552303],"category_scores_gemma":[0.001688744,0.0001927371,0.0001149751,0.0003386788,0.00007265602,0.000180475,0.00005827963,0.0009397707,0.00006267941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007704473,"about_ca_system_score_gemma":0.0001177391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001380203,"about_ca_topic_score_gemma":0.000006717089,"domain_scores_codex":[0.997433,0.0001303483,0.0008508881,0.0002756124,0.0008820946,0.00042807],"domain_scores_gemma":[0.9965127,0.002748825,0.0002119619,0.0002889667,0.0000782678,0.0001592643],"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":[0.00006652647,0.0003593739,0.00001641084,0.004663078,0.000135126,0.0007728267,0.0139302,0.00002252808,0.00003279112,0.9750668,0.001899057,0.003035279],"study_design_scores_gemma":[0.0006605465,0.0001944391,0.00001696703,0.002265123,0.000125834,0.002277423,0.002421995,0.04828773,0.00004993165,0.9432852,0.0001617507,0.0002530147],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2761919,0.001898621,0.6997932,0.003427722,0.0008806611,0.001785227,0.00009874997,0.0002762235,0.01564766],"genre_scores_gemma":[0.9882275,0.0002316204,0.01088195,0.0002377,0.0001476067,0.00005650404,0.0000028897,0.00006920032,0.0001449806],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7120356,"threshold_uncertainty_score":0.7859589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03010766748283094,"score_gpt":0.3597117220717129,"score_spread":0.3296040545888819,"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."}}