{"id":"W2042857706","doi":"10.1371/journal.pone.0122777","title":"Generating Attributed Networks with Communities","year":2015,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates","keywords":"Computer science; Task (project management); Set (abstract data type); Community structure; Focus (optics); Generator (circuit theory); Data science; Biological network; Complex network; Data mining; Network analysis; Theoretical computer science; Bioinformatics; World Wide Web; Biology; Ecology; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003326708,0.0008003459,0.0006133748,0.002614422,0.001046406,0.001116593,0.00221917,0.001213497,0.003183564],"category_scores_gemma":[0.02112906,0.0005116184,0.001344176,0.001775674,0.001100192,0.002848591,0.002693503,0.001353063,0.0007967656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001280105,"about_ca_system_score_gemma":0.001179441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002423112,"about_ca_topic_score_gemma":0.003447154,"domain_scores_codex":[0.9978604,0.0008539054,0.00008616476,0.0005642872,0.0005166071,0.0001186433],"domain_scores_gemma":[0.9883696,0.007430363,0.0007020904,0.001943736,0.001209825,0.0003443483],"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":[0.0002584087,0.0001921237,0.00696363,0.0003538368,0.0001750729,0.0005749574,0.0008216578,0.4743436,0.00369572,0.3187953,0.01626845,0.1775574],"study_design_scores_gemma":[0.00003268953,0.00002436832,0.0002564347,0.00002754218,0.00001644672,0.0001241703,0.0000751054,0.7772872,0.001380437,0.2142994,0.006461875,0.00001430724],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02004269,0.0001814707,0.9755909,0.0004333365,0.00008126326,0.0001876085,0.0008144609,0.0007314998,0.001936838],"genre_scores_gemma":[0.3879045,0.00041832,0.5988063,0.0002988115,0.0001933315,0.0007930039,0.004634547,0.0004272683,0.00652384],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003326708,"threshold_uncertainty_score":0.01759356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08606062182673915,"score_gpt":0.2430527974756576,"score_spread":0.1569921756489184,"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."}}