{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006535323,0.001170882,0.0008855577,0.002155319,0.001924586,0.001819259,0.003292658,0.002967905,0.002597825],"category_scores_gemma":[0.02040763,0.0008916435,0.001337549,0.002046557,0.002007154,0.004387633,0.003798726,0.002242372,0.001553578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001795832,"about_ca_system_score_gemma":0.001933903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001136823,"about_ca_topic_score_gemma":0.001401072,"domain_scores_codex":[0.9950898,0.001940603,0.0004067823,0.001251502,0.00106042,0.0002509751],"domain_scores_gemma":[0.9913068,0.003429261,0.0007463789,0.00216348,0.001973542,0.0003805242],"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":[0.0002027688,0.0002926896,0.001697031,0.0003500631,0.0001275082,0.0002386673,0.000671805,0.1645776,0.02612697,0.4460198,0.01148974,0.3482054],"study_design_scores_gemma":[0.00007662295,0.0001716214,0.0001807505,0.00003516988,0.00003870879,0.0002849387,0.00005594725,0.876826,0.008825782,0.09731196,0.01613882,0.00005358599],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.000861558,0.00002463402,0.9983966,0.00008246434,0.00001755339,0.000091449,0.00001122484,0.0001804906,0.0003340414],"genre_scores_gemma":[0.03276476,0.00005729236,0.9657034,0.00009979498,0.00003474523,0.0003292919,0.00007149514,0.00005820901,0.0008809636],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006535323,"threshold_uncertainty_score":0.03456247,"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."}}