{"id":"W3016038458","doi":"10.1145/3448016.3452837","title":"Graphsurge","year":2021,"lang":"en","type":"article","venue":"","topic":"Graph Theory and Algorithms","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Dataflow; Computation; Analytics; Graph; Theoretical computer science; Programming language; Data science","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":[0.00007842223,0.00002957161,0.00003552166,0.00002152015,0.00003951794,0.00004956955,0.0001953649,0.00001116238,0.0001300786],"category_scores_gemma":[0.000008109664,0.000024847,0.00003851265,0.0003107426,0.000009329347,0.0001430257,0.00008078726,0.00002770074,0.00009366011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001133217,"about_ca_system_score_gemma":0.0000156703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.408917e-7,"about_ca_topic_score_gemma":9.246015e-7,"domain_scores_codex":[0.9996632,0.00002404593,0.00004310804,0.000122234,0.00005965293,0.00008781358],"domain_scores_gemma":[0.9996608,0.00002434715,0.000006350307,0.0002456173,0.00002866948,0.00003425475],"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":[7.909382e-8,0.00001348226,0.0001299373,6.030446e-7,0.000002545905,0.00004076518,0.00005593463,9.308738e-7,0.0004273895,0.9807211,0.000569284,0.018038],"study_design_scores_gemma":[0.0001673292,0.00001525875,0.003888823,0.000004146304,0.000001548357,0.00009135441,0.00004479026,0.004871232,0.06848059,0.8945578,0.02770165,0.0001754436],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007583327,0.0000874422,0.9213527,0.0007603682,0.0003401607,0.00001079312,1.929938e-7,0.0001560102,0.069709],"genre_scores_gemma":[0.9017296,0.000009288379,0.08983032,0.001654462,0.00002645479,0.000002110024,7.515983e-7,0.000002396466,0.006744646],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8941463,"threshold_uncertainty_score":0.142427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006654027007533462,"score_gpt":0.1976212078279661,"score_spread":0.1909671808204327,"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."}}