{"id":"W4394946076","doi":"10.1145/3627703.3629589","title":"Contigra: Graph Mining with Containment Constraints","year":2024,"lang":"en","type":"article","venue":"","topic":"Graph Theory and Algorithms","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Universitas Brawijaya","keywords":"Scalability; Containment (computer programming); Computer science; Graph; Constraint (computer-aided design); Task (project management); Limit (mathematics); Theoretical computer science; Distributed computing; Mathematics; Programming language; Database; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002030693,0.001798752,0.001432944,0.002779631,0.001514512,0.002813992,0.00530598,0.001854363,0.008149909],"category_scores_gemma":[0.01413258,0.001428961,0.001807844,0.003972645,0.001453147,0.005904227,0.004158542,0.002416673,0.004066397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007540531,"about_ca_system_score_gemma":0.003146899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004562662,"about_ca_topic_score_gemma":0.01138885,"domain_scores_codex":[0.9971891,0.0007189881,0.00019801,0.0007940966,0.0008884471,0.0002112902],"domain_scores_gemma":[0.9925106,0.004034922,0.0004320818,0.002173745,0.000634461,0.0002142841],"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":[0.0009612144,0.000748959,0.007317543,0.003057315,0.0004996533,0.0007707729,0.0007647769,0.09890538,0.02334544,0.09838002,0.1647896,0.6004593],"study_design_scores_gemma":[0.0002270431,0.0001970267,0.0007887443,0.0001156304,0.00009807102,0.000643263,0.0002220059,0.817399,0.01832189,0.1182,0.0437221,0.00006524601],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01388313,0.0006873466,0.9132637,0.0008360457,0.0001215869,0.0005280518,0.00406208,0.06080292,0.005815041],"genre_scores_gemma":[0.07737002,0.0003798802,0.9060767,0.0004461277,0.00009168645,0.0004871616,0.008838853,0.003430873,0.002878772],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008149909,"threshold_uncertainty_score":0.02726418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007221691130384037,"score_gpt":0.2114332015512894,"score_spread":0.2042115104209054,"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."}}