{"id":"W4406379941","doi":"10.1145/3712311.3712323","title":"A Roadmap to Graph Analytics","year":2025,"lang":"en","type":"article","venue":"ACM SIGMOD Record","topic":"Graph Theory and Algorithms","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Analytics; Data science; Graph; Data analysis; Product (mathematics); Task (project management); Data mining; Theoretical computer science; Engineering; Systems 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":[0.008150072,0.002454279,0.003138809,0.007150286,0.001389172,0.00849444,0.006131975,0.004921168,0.02037752],"category_scores_gemma":[0.03356067,0.001297174,0.003171891,0.008868039,0.004506516,0.02528008,0.006420058,0.01034974,0.009524294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003148708,"about_ca_system_score_gemma":0.003584852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005581826,"about_ca_topic_score_gemma":0.00392933,"domain_scores_codex":[0.9933901,0.002611923,0.0002968734,0.001215168,0.002126935,0.0003589935],"domain_scores_gemma":[0.9470007,0.03710626,0.0007934028,0.006709651,0.006540925,0.001849055],"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":[0.0001727639,0.000283501,0.001708664,0.002404097,0.0002456779,0.0001530819,0.0003809034,0.01355554,0.0007621523,0.524826,0.1730541,0.2824534],"study_design_scores_gemma":[0.00002398372,0.0000544059,0.0004797759,0.0004461416,0.00002956224,0.0001015855,0.0002356394,0.02575831,0.0002258258,0.8053029,0.1672982,0.00004366462],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004873639,0.1525407,0.6657798,0.1189186,0.006926002,0.000463774,0.005165656,0.007413425,0.03791841],"genre_scores_gemma":[0.08245387,0.1753973,0.6817009,0.023486,0.01257018,0.0007089219,0.01036692,0.002390563,0.01092535],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02037752,"threshold_uncertainty_score":0.06816959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01397350786004826,"score_gpt":0.2632285770793657,"score_spread":0.2492550692193174,"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."}}