{"id":"W3102896499","doi":"10.3390/fi11020041","title":"A Scheme to Design Community Detection Algorithms in Various Networks","year":2019,"lang":"en","type":"article","venue":"Future Internet","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Scheme (mathematics); Phone; Focus (optics); Set (abstract data type); Graph; Similarity (geometry); Algorithm; Community structure; Theoretical computer science; Data mining; Distributed computing; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.0003452538,0.0001599512,0.0002315656,0.0001202957,0.00003711488,0.00005764439,0.0003336688,0.00006477281,0.0005771117],"category_scores_gemma":[0.000002312976,0.0001564114,0.00008914859,0.0003550223,0.00001032003,0.00007124641,0.0001650412,0.0006078526,0.0001262284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006774465,"about_ca_system_score_gemma":0.00001089633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002434633,"about_ca_topic_score_gemma":0.0004855195,"domain_scores_codex":[0.9990206,0.0002231179,0.0002203,0.0001948286,0.0000965853,0.0002445809],"domain_scores_gemma":[0.9993477,0.00007112316,0.00006685888,0.0004104716,0.00004184091,0.00006204596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004796099,0.001205706,0.1764194,0.00003274888,0.0006880361,0.00001317576,0.0063759,0.02285841,0.005465418,0.01150687,0.04557507,0.7293797],"study_design_scores_gemma":[0.00144197,0.0009426548,0.03257951,0.000257761,0.00006946464,0.000006876282,0.001363383,0.8515546,0.0106668,0.01093032,0.08887666,0.001310055],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2326757,0.00002972347,0.7642232,0.00006092551,0.0003038768,0.0003640347,0.000002066835,0.00009154271,0.002248903],"genre_scores_gemma":[0.9854398,8.450648e-7,0.01318646,0.0001381011,0.0007180971,0.00005446002,0.00002295164,0.00002035361,0.0004189004],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8286961,"threshold_uncertainty_score":0.6378273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01132023747171455,"score_gpt":0.2492181382243821,"score_spread":0.2378979007526676,"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."}}