{"id":"W4417317377","doi":"10.1137/24m1653173","title":"Testing Graph Properties with the Container Method","year":2025,"lang":"en","type":"article","venue":"SIAM Journal on Computing","topic":"Complexity and Algorithms in Graphs","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"","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":[0.001438069,0.0001785153,0.000204347,0.0002126055,0.001266473,0.0006629159,0.001175393,0.00003208016,0.000002246738],"category_scores_gemma":[0.0001422279,0.00009541176,0.00009423005,0.001157783,0.00009016559,0.0002013122,0.0002972959,0.0007069971,0.000004124337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003911973,"about_ca_system_score_gemma":0.0001426077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001280389,"about_ca_topic_score_gemma":0.000003245167,"domain_scores_codex":[0.9984442,0.0002863335,0.0002818714,0.0002736187,0.000348984,0.0003650192],"domain_scores_gemma":[0.9983345,0.0007946828,0.0001930778,0.0003559479,0.0002547054,0.00006704187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004183146,0.0001196987,0.001452919,0.0000386341,0.0001923252,0.0001386976,0.001477724,0.02741287,0.0008873794,0.2132559,0.002173864,0.7528082],"study_design_scores_gemma":[0.001471097,0.0007742381,0.01060429,0.001615234,0.00004371235,0.001436515,0.0007185525,0.9231412,0.002289366,0.04357249,0.01372001,0.0006133277],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01472731,0.0003157099,0.9718121,0.006629348,0.0005516643,0.0001258338,1.71055e-7,0.0001369501,0.005700863],"genre_scores_gemma":[0.6925545,0.000002371951,0.3043415,0.00267525,0.0002380782,0.000002113362,8.49965e-8,0.000008603486,0.0001775665],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8957283,"threshold_uncertainty_score":0.9740815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03708113139195662,"score_gpt":0.2806205290011702,"score_spread":0.2435393976092136,"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."}}