{"id":"W2209513704","doi":"10.1371/journal.pone.0140133","title":"A Shadowing Problem in the Detection of Overlapping Communities: Lifting the Resolution Limit through a Cascading Procedure","year":2015,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Canadian Institutes of Health Research","keywords":"Limit (mathematics); Computer science; Process (computing); Function (biology); Community structure; Simple (philosophy); Network analysis; Data mining; Artificial intelligence; Machine learning; Algorithm; Mathematics; Physics; Biology; Statistics","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":[0.01223668,0.001079865,0.001672856,0.003784165,0.002480985,0.002409869,0.003051925,0.002103995,0.001705796],"category_scores_gemma":[0.06520073,0.0009810976,0.001854751,0.002416131,0.004769832,0.004467682,0.005237977,0.003326028,0.0006340587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001154037,"about_ca_system_score_gemma":0.001162433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00377802,"about_ca_topic_score_gemma":0.003745669,"domain_scores_codex":[0.9933964,0.002648288,0.000276456,0.001693136,0.001591164,0.0003946586],"domain_scores_gemma":[0.9288995,0.05112509,0.004027921,0.01014919,0.004099057,0.001699293],"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":[0.0005193906,0.0002229,0.02893109,0.0007689805,0.0004524884,0.00203481,0.00451223,0.3699925,0.03422806,0.210853,0.005249468,0.3422351],"study_design_scores_gemma":[0.00002746605,0.00005941754,0.001679501,0.0000413099,0.00004514256,0.0004920202,0.0001760428,0.8847155,0.005358596,0.1057239,0.001635554,0.00004550825],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03505486,0.0002896057,0.9627374,0.0002594806,0.00002198252,0.00005490781,0.00003538248,0.0005127894,0.00103368],"genre_scores_gemma":[0.4399525,0.000280251,0.5574518,0.000204849,0.00006866575,0.0001924523,0.0001249773,0.0002433962,0.001481121],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01223668,"threshold_uncertainty_score":0.06471455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09545521358724761,"score_gpt":0.2651290527466789,"score_spread":0.1696738391594313,"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."}}