{"id":"W6996526900","doi":"","title":"Simmelian Backbones: Amplifying Hidden Homophily in Facebook Networks","year":2013,"lang":"en","type":"article","venue":"Arrow@dit (Dublin Institute of Technology)","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Homophily; Social network analysis; Social network (sociolinguistics); Social media; The Internet; Field (mathematics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002528706,0.0003988362,0.0007191176,0.001141742,0.0001445601,0.00008054503,0.001060769,0.000312675,0.0008613341],"category_scores_gemma":[0.00002811185,0.0004056007,0.000237775,0.001853388,0.0005013977,0.0006073593,0.0004279652,0.0006945086,0.0002097078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007792976,"about_ca_system_score_gemma":0.00008130816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001163673,"about_ca_topic_score_gemma":0.0001756374,"domain_scores_codex":[0.9975706,0.00003310121,0.0008841517,0.0006092173,0.000225805,0.0006770804],"domain_scores_gemma":[0.9982226,0.00004648007,0.0003959686,0.001039277,0.0001941413,0.0001015127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003041106,0.0007955351,0.2271199,0.0000734343,0.0005759118,0.00002992028,0.0001820828,0.005668731,0.008934829,0.3327405,0.02856397,0.3952848],"study_design_scores_gemma":[0.005304251,0.0005152149,0.01633445,0.001548374,0.0003740666,0.00002332386,0.002161147,0.06379481,0.03042508,0.5166067,0.3589323,0.003980214],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9293315,0.0005066245,0.04486561,0.002990106,0.0005716302,0.002052822,0.00001934793,0.000927773,0.01873463],"genre_scores_gemma":[0.9868537,0.00003467639,0.0119098,0.00007317749,0.0002406669,0.0005015365,0.00005842149,0.00004401331,0.0002840506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3913046,"threshold_uncertainty_score":0.9998396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0114501771615066,"score_gpt":0.2419222131447513,"score_spread":0.2304720359832447,"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."}}