{"id":"W2612186437","doi":"10.1145/3035918.3056445","title":"Graphflow","year":2017,"lang":"en","type":"article","venue":"","topic":"Graph Theory and Algorithms","field":"Computer Science","cited_by":125,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Graph database; Join (topology); Graph; Induced subgraph isomorphism problem; Subgraph isomorphism problem; Theoretical computer science; Base (topology); Combinatorics; Mathematics; Line graph","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":[0.0001062197,0.00003227857,0.00003297768,0.00002042453,0.0003308903,0.0002640671,0.001138351,0.00001188808,0.00002742311],"category_scores_gemma":[0.00001230509,0.00002447152,0.00003090239,0.00002324917,0.00003711505,0.0004328212,0.0001563063,0.00002741297,0.0001252355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":8.742254e-7,"about_ca_system_score_gemma":0.000004222327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005352518,"about_ca_topic_score_gemma":0.000001486693,"domain_scores_codex":[0.9997104,0.000007381269,0.00003326865,0.0001068156,0.00005423529,0.00008787856],"domain_scores_gemma":[0.9991736,0.000008608691,0.00002181957,0.0007497704,0.00001172847,0.00003448414],"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":[1.706525e-7,0.000005980244,0.0004677623,3.620221e-7,0.000001804041,0.00000485518,0.00002741765,3.622973e-7,0.00007886035,0.9431211,0.0003543172,0.05593697],"study_design_scores_gemma":[0.0002039174,0.00002967565,0.03382622,0.00000387236,0.000001126599,0.00001076171,0.000006261816,0.01227977,0.006077128,0.9382281,0.009184833,0.0001483803],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01052081,0.0000133133,0.8360302,0.001232093,0.0004966432,0.00002528024,1.766466e-7,0.0001355998,0.1515459],"genre_scores_gemma":[0.9605957,0.000002058386,0.03713561,0.0002131445,0.00002460419,0.00000139793,5.234873e-8,0.000001172912,0.002026264],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9500749,"threshold_uncertainty_score":0.2546405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01315987659189384,"score_gpt":0.2454575349116648,"score_spread":0.2322976583197709,"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."}}