{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009812658,0.001573422,0.0007134693,0.001345701,0.0006001559,0.002326889,0.004888546,0.001016952,0.03669678],"category_scores_gemma":[0.004363192,0.00117876,0.001521137,0.001034643,0.0008729962,0.005543541,0.004607557,0.002665077,0.0154667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009960448,"about_ca_system_score_gemma":0.001369258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003380996,"about_ca_topic_score_gemma":0.006791801,"domain_scores_codex":[0.9986734,0.0001610974,0.00007184494,0.0004355744,0.0005145524,0.0001436091],"domain_scores_gemma":[0.9984087,0.0004224636,0.00008174506,0.00066311,0.0002840109,0.0001399994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001257311,0.000432088,0.004383272,0.001517083,0.0003050341,0.0005681274,0.000690204,0.02652386,0.02689881,0.09313189,0.4674892,0.3768032],"study_design_scores_gemma":[0.0003450506,0.0002211815,0.001975511,0.0001763149,0.00006914811,0.000596848,0.0002057345,0.2050121,0.02585748,0.07643342,0.6889405,0.0001667389],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.009185429,0.0009199007,0.47538,0.0008024906,0.000358715,0.0004458485,0.008804558,0.469299,0.03480414],"genre_scores_gemma":[0.1829493,0.001585726,0.5928385,0.002482438,0.000164104,0.001079496,0.08105271,0.09381507,0.04403273],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.03669678,"threshold_uncertainty_score":0,"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."}}