{"id":"W2492880706","doi":"10.1007/978-3-319-25507-1_4","title":"Spatiotemporal Network Topology Analysis","year":2015,"lang":"en","type":"book-chapter","venue":"Springer briefs in electrical and computer engineering","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Topology (electrical circuits); Computer science; Mathematics; Combinatorics","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":[0.00045673,0.0007053831,0.000522466,0.001899431,0.0003017324,0.001335349,0.0006923833,0.0004545106,0.005623459],"category_scores_gemma":[0.001989552,0.0003796409,0.0005209064,0.001776105,0.0005957666,0.002173344,0.0009283274,0.0008970906,0.001597184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007631599,"about_ca_system_score_gemma":0.0003995695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002783678,"about_ca_topic_score_gemma":0.001854163,"domain_scores_codex":[0.9998028,0.00003318083,0.00001159208,0.00006920887,0.0000702351,0.00001307499],"domain_scores_gemma":[0.9995928,0.0001223027,0.00004309025,0.0001059272,0.000108808,0.00002700289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002375149,0.00002519081,0.001186702,0.0001637614,0.00008027082,0.0001350087,0.0001317386,0.1065736,0.004190474,0.630002,0.04045535,0.2170321],"study_design_scores_gemma":[0.000002960644,0.00001312111,0.001433176,0.00004520296,0.00002878626,0.0002054797,0.00007016745,0.4396702,0.00146968,0.4983074,0.05873552,0.00001842146],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00765858,0.005694734,0.9400217,0.001362264,0.0006659762,0.00004851125,0.001048619,0.0006476216,0.04285189],"genre_scores_gemma":[0.4859927,0.03330043,0.3150903,0.0006623271,0.002722579,0.0003544411,0.00620409,0.001141352,0.1545317],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005623459,"threshold_uncertainty_score":0.01881236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01012754905115797,"score_gpt":0.2186897961609946,"score_spread":0.2085622471098366,"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."}}