{"id":"W2179342229","doi":"10.1109/asonam.2012.52","title":"Relative Validity Criteria for Community Mining Algorithms","year":2012,"lang":"en","type":"article","venue":"","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Conselho Nacional de Desenvolvimento Científico e Tecnológico; Fundação de Amparo à Pesquisa do Estado de São Paulo","keywords":"Cluster analysis; Data mining; Computer science; Context (archaeology); Task (project management); Quality (philosophy); Measure (data warehouse); Ground truth; Data science; Data stream mining; Machine learning; Geography; Engineering","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":[0.05419339,0.00180736,0.003318705,0.01397678,0.003659761,0.006751775,0.005826728,0.004825873,0.004528916],"category_scores_gemma":[0.2297326,0.000943707,0.002788225,0.007621062,0.006136132,0.01150399,0.005753371,0.004163349,0.001351649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003825446,"about_ca_system_score_gemma":0.002778359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002037298,"about_ca_topic_score_gemma":0.001637961,"domain_scores_codex":[0.9406727,0.02896323,0.004697228,0.004728765,0.01952951,0.001408499],"domain_scores_gemma":[0.8019376,0.1479948,0.009269083,0.008332344,0.02951715,0.002949043],"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":[0.0007443585,0.0003733597,0.01248472,0.001493002,0.0006126792,0.0004340029,0.00122693,0.2576179,0.00341699,0.4916737,0.01113588,0.2187864],"study_design_scores_gemma":[0.00009115443,0.0002553152,0.001340832,0.0002718329,0.00008698532,0.0003652968,0.0002843851,0.7272313,0.002069948,0.2625994,0.005327214,0.00007628225],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01395288,0.001446002,0.9783043,0.0007502198,0.0001343175,0.0004909286,0.0003059115,0.0002459923,0.004369384],"genre_scores_gemma":[0.2833257,0.0007969773,0.7090644,0.0004474751,0.0005883004,0.001354961,0.001677942,0.0003119319,0.002432207],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.05419339,"threshold_uncertainty_score":0.2866055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.127078754201769,"score_gpt":0.3759533761527146,"score_spread":0.2488746219509456,"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."}}