{"id":"W2556555060","doi":"10.4086/toc.2018.v014a006","title":"","year":2018,"lang":"en","type":"article","venue":"Theory of Computing","topic":"Complexity and Algorithms in Graphs","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Israel Science Foundation","keywords":"Communication complexity; Mathematics; Combinatorics; Omega; Order (exchange); Function (biology); Discrete mathematics; Upper and lower bounds; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00291548,0.0002107037,0.0003555226,0.0002429629,0.000551288,0.0001019036,0.002743072,0.00005337318,0.000008792796],"category_scores_gemma":[0.0001703044,0.0002059503,0.0001575802,0.001012028,0.0008683466,0.0005193312,0.001400312,0.0001781237,0.000008133802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000158184,"about_ca_system_score_gemma":0.00005116627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001460185,"about_ca_topic_score_gemma":0.000002960202,"domain_scores_codex":[0.9975611,0.0004243533,0.000561372,0.0005095205,0.0004048977,0.0005387873],"domain_scores_gemma":[0.9971114,0.001028168,0.0003164475,0.001095616,0.0003269618,0.000121412],"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":[0.0000184748,0.00006362551,0.0004394774,0.00001241096,0.00002346413,0.000003537868,0.006725213,0.00008038514,0.001739179,0.7826298,0.000008462744,0.2082559],"study_design_scores_gemma":[0.0005029091,0.0004443548,0.01500538,0.0000987941,0.000006084332,0.00004893999,0.0002807065,0.1856836,0.03787972,0.7596957,0.00007924442,0.0002745752],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4383483,0.00003949392,0.5597547,0.0001407154,0.0003830173,0.0000699212,3.885794e-7,0.0002358385,0.001027722],"genre_scores_gemma":[0.7589562,9.507604e-7,0.240438,0.000319439,0.000268119,6.410688e-7,2.825101e-7,0.00000700285,0.000009370016],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3206079,"threshold_uncertainty_score":0.8398409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02517525167577186,"score_gpt":0.2648571671221354,"score_spread":0.2396819154463635,"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."}}