{"id":"W4235043887","doi":"10.1007/978-0-387-39940-9_2212","title":"Cluster Stability","year":2009,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Database Systems","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":"Cluster (spacecraft); Stability (learning theory); Computer science; Operating system; Machine learning","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000479488,0.0005067641,0.001035792,0.0001823439,0.00006149209,0.00003214068,0.0004906697,0.0001469212,0.002273784],"category_scores_gemma":[0.000007914654,0.0004852286,0.0004035818,0.0000633661,0.00009546291,0.000152572,0.0002372033,0.0004471085,0.000119334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005864092,"about_ca_system_score_gemma":0.0001224146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004784867,"about_ca_topic_score_gemma":0.00002749904,"domain_scores_codex":[0.9974657,0.00007338124,0.00103947,0.0006253911,0.000493298,0.0003027216],"domain_scores_gemma":[0.9970917,0.0001626829,0.000766921,0.001652216,0.0001894485,0.0001370649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006412192,0.0003171288,0.003059479,0.0006673384,0.001087723,0.00001668637,0.000223068,0.00005586612,0.00006272244,0.6293557,0.3062966,0.05879367],"study_design_scores_gemma":[0.000210778,0.00005157799,0.00002676688,0.0005241321,0.0002846664,0.000001248809,0.00002919608,0.0002371216,0.00003646907,0.007163971,0.9908645,0.000569545],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001237404,0.0008443398,0.005198214,0.0000202882,0.0003194749,0.000777252,0.002021659,0.0001028515,0.9905922],"genre_scores_gemma":[0.07507849,0.0005337966,0.003000037,0.00004362185,0.005827882,0.0001170994,0.008770525,0.0002353763,0.9063932],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.684568,"threshold_uncertainty_score":0.9997599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0169924352882942,"score_gpt":0.246803248861846,"score_spread":0.2298108135735518,"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."}}