{"id":"W4412423181","doi":"10.1007/978-3-031-93598-5_5","title":"Enhancing Structural Minority Visibility in Link Recommendations","year":2025,"lang":"en","type":"book-chapter","venue":"Communications in computer and information science","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Visibility; Link (geometry); Computer science; Information retrieval; World Wide Web; Geography; Computer network","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":[0.002732711,0.0006239238,0.001066651,0.001063014,0.001285694,0.002136431,0.00179859,0.001234675,0.005564059],"category_scores_gemma":[0.02473261,0.0004706665,0.0004990801,0.00136417,0.0006999283,0.004950365,0.002610285,0.002080306,0.001355404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000800872,"about_ca_system_score_gemma":0.001245688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00335258,"about_ca_topic_score_gemma":0.007629008,"domain_scores_codex":[0.9974288,0.0007987777,0.00007464285,0.0004015574,0.0009879123,0.0003082136],"domain_scores_gemma":[0.9833179,0.01094274,0.0007569043,0.002518377,0.001860658,0.0006035264],"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":[0.001165814,0.001009326,0.009928136,0.000335847,0.0001746179,0.0001704251,0.001103329,0.1580566,0.02582191,0.09654086,0.01752105,0.688172],"study_design_scores_gemma":[0.00005739429,0.0003058962,0.00199367,0.00005449868,0.000128571,0.0001600874,0.0002708201,0.9135548,0.01315496,0.06222964,0.008060969,0.00002859387],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2092119,0.001380824,0.7574924,0.001494534,0.0003848437,0.0002050637,0.0004337371,0.001342958,0.02805375],"genre_scores_gemma":[0.8868788,0.0005402511,0.1006692,0.0001781054,0.0003645427,0.0000641635,0.0003164232,0.0001990038,0.01078952],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005564059,"threshold_uncertainty_score":0.01861364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02418297011841156,"score_gpt":0.3265813826908089,"score_spread":0.3023984125723973,"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."}}