{"id":"W3213695764","doi":"","title":"Local Hyper-Flow Diffusion","year":2021,"lang":"en","type":"article","venue":"Neural Information Processing Systems","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Hypergraph; Cluster analysis; Computer science; Mathematical optimization; Mathematics; Flow (mathematics); Interpretation (philosophy); Theoretical computer science; Algorithm; Discrete mathematics; Artificial intelligence","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":[0.00009853998,0.000123172,0.000181851,0.00006721212,0.0002001755,0.0003962381,0.0001090663,0.00003527615,0.0001166593],"category_scores_gemma":[0.00000443818,0.0001106433,0.00007460931,0.0003356221,0.00002570185,0.001097432,0.00006062085,0.0001251733,0.00006026063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003085481,"about_ca_system_score_gemma":0.00005985575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007341339,"about_ca_topic_score_gemma":0.00000145961,"domain_scores_codex":[0.9990202,0.00004036471,0.0004184635,0.0001096158,0.0002334625,0.000177897],"domain_scores_gemma":[0.9992697,0.00001695617,0.0002044231,0.0001796539,0.000273518,0.00005578882],"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":[0.000009050571,0.00006044921,0.007140832,0.0001806458,0.00002830194,0.000001566952,0.000760202,0.01834359,0.0005290466,0.004254452,0.006594924,0.9620969],"study_design_scores_gemma":[0.0001970536,0.00001109545,0.0003413935,0.00009422848,0.00001955131,0.00001121559,0.001063217,0.9392053,0.001163183,0.0002406185,0.05747735,0.000175827],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1040904,0.0003238004,0.8632712,0.0002399046,0.0003652633,0.0002261958,0.00001543262,0.000376542,0.0310913],"genre_scores_gemma":[0.99849,0.000001166146,0.0005674392,0.0001068511,0.0001929513,0.00003006368,0.0002094573,0.000007696854,0.0003943797],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9619211,"threshold_uncertainty_score":0.4511904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01092100437110458,"score_gpt":0.2441491110590466,"score_spread":0.233228106687942,"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."}}