{"id":"W3011894245","doi":"10.18280/ijdne.150103","title":"Dimension Reduction for Network Systems Using Structure Model Aggregation","year":2020,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reduction (mathematics); Dimension (graph theory); Computer science; Dimensionality reduction; Mathematics; Biological system; Artificial intelligence; Pure mathematics; Geometry; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001684855,0.0001119193,0.0001953453,0.00007807464,0.00007046918,0.00009441615,0.0001617178,0.000088764,0.000006212213],"category_scores_gemma":[0.00001153691,0.00009971384,0.0001077263,0.00009975687,0.00001458919,0.0002336551,0.00003067361,0.000292964,9.929919e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005348572,"about_ca_system_score_gemma":0.0000519633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004673156,"about_ca_topic_score_gemma":5.253312e-7,"domain_scores_codex":[0.9991812,0.00003502739,0.0003438055,0.0001252461,0.0002099482,0.0001047944],"domain_scores_gemma":[0.9989101,0.00004895361,0.0004673861,0.00005186948,0.0004595864,0.00006212456],"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":[0.0001771478,0.00001447967,0.0004904328,0.000006363518,0.0002810528,0.000001281566,0.0001017955,0.9779246,0.004232788,0.01043839,0.002389653,0.003941954],"study_design_scores_gemma":[0.000282779,0.00005454329,0.00001779242,0.00006477782,0.00009610371,0.00002022574,0.00004762628,0.9706219,0.0002913711,0.02811442,0.0002961515,0.00009225364],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09569519,0.000416088,0.9027058,0.0003980195,0.0005915484,0.0001406842,0.00002359916,0.0000103285,0.00001873596],"genre_scores_gemma":[0.9360212,0.00002035654,0.06134332,0.00006954508,0.00248516,0.000001305174,0.00003550822,0.00001375977,0.000009862547],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8413625,"threshold_uncertainty_score":0.4066212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01881905461810033,"score_gpt":0.2749479023892797,"score_spread":0.2561288477711794,"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."}}