{"id":"W4399708994","doi":"10.1007/s13278-024-01281-2","title":"Predicting properties of nodes via community-aware features","year":2024,"lang":"en","type":"article","venue":"Social Network Analysis and Mining","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Narodowa Agencja Wymiany Akademickiej","keywords":"Node (physics); Computer science; Value (mathematics); Data mining; Artificial intelligence; Machine learning","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":[0.000565502,0.0004139446,0.0004224924,0.001984933,0.0002811162,0.0006189311,0.0005157209,0.0006287588,0.0008351285],"category_scores_gemma":[0.006215947,0.0001769085,0.0002656188,0.001324253,0.0005081788,0.001736107,0.0006448947,0.0006577041,0.000304948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003812439,"about_ca_system_score_gemma":0.0001862807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001831645,"about_ca_topic_score_gemma":0.00235834,"domain_scores_codex":[0.9997154,0.00007572834,0.00001073131,0.00009049659,0.00007028752,0.00003731055],"domain_scores_gemma":[0.9966542,0.001776135,0.0006775001,0.0003198985,0.0003966793,0.0001756774],"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":[0.000599656,0.0004224035,0.177962,0.0002811499,0.0002271511,0.0004624295,0.0003758984,0.5596986,0.02402852,0.0332531,0.009155559,0.1935335],"study_design_scores_gemma":[0.000007111023,0.00003767651,0.0110271,0.00001770898,0.00001805057,0.00009428777,0.00006275687,0.9660794,0.001797346,0.02009497,0.0007520199,0.00001163139],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5991507,0.0005557906,0.3950293,0.0004431412,0.00004412187,0.00005478194,0.001467559,0.0004546356,0.002799948],"genre_scores_gemma":[0.9822557,0.00008493728,0.01677678,0.00002036501,0.00003283091,0.00001638609,0.0005310853,0.00001634506,0.0002656239],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.001984933,"threshold_uncertainty_score":0.003641963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01685068354156987,"score_gpt":0.2649264580893739,"score_spread":0.248075774547804,"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."}}