{"id":"W3011353849","doi":"10.1137/20m1330762","title":"A Spectral Approach to Network Design","year":2022,"lang":"en","type":"article","venue":"SIAM Journal on Computing","topic":"VLSI and FPGA Design Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Mathematics; Theoretical computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008757351,0.0001369023,0.000167457,0.0001275302,0.0004355246,0.00008365234,0.0002788242,0.00002571029,0.00004461846],"category_scores_gemma":[0.000009204793,0.0001395147,0.00007933591,0.000342594,0.000005486496,0.00003942929,0.00006891059,0.0007469532,0.0000143722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001906329,"about_ca_system_score_gemma":0.00001864721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.425691e-7,"about_ca_topic_score_gemma":3.022107e-8,"domain_scores_codex":[0.9988491,0.0001212501,0.0002382473,0.000126894,0.0002567054,0.0004078307],"domain_scores_gemma":[0.9996238,0.00006984617,0.00004215105,0.00011876,0.00001224584,0.0001331527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001052246,0.00002361682,0.00002599905,0.000004640476,0.00002091065,0.00003420829,0.000249195,0.9579285,0.0003769883,0.0008951983,0.02861437,0.0118159],"study_design_scores_gemma":[0.0003103059,0.000617591,0.0002444311,0.00005565878,0.00001286863,0.001141266,0.0001277359,0.9713926,0.0008955316,0.003166822,0.02158577,0.0004493663],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007109428,0.0002162474,0.9788514,0.00006195024,0.0006274653,0.0001716758,8.714255e-7,0.0004725992,0.01248832],"genre_scores_gemma":[0.8401999,0.00000582349,0.1583961,0.0003138771,0.0009968806,0.000006348522,9.684514e-7,0.00004071424,0.00003942252],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8330905,"threshold_uncertainty_score":0.5689245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02452210677922287,"score_gpt":0.2234367669435653,"score_spread":0.1989146601643424,"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."}}