{"id":"W2271333017","doi":"10.1371/journal.pone.0143633","title":"Qualities and Inequalities in Online Social Networks through the Lens of the Generalized Friendship Paradox","year":2016,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; McGill University","keywords":"Friendship; Hierarchy; Inequality; Social network (sociolinguistics); Phenomenon; Social psychology; Psychology; Sociology; Mathematics; Computer science; Social media; Epistemology; World Wide Web; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002750829,0.0002543423,0.0004643883,0.002047,0.001111312,0.003272354,0.0006644004,0.0007030315,0.002001633],"category_scores_gemma":[0.01465882,0.0002112316,0.000336552,0.001887002,0.004698859,0.007900801,0.002494066,0.001312259,0.00008047991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001331601,"about_ca_system_score_gemma":0.0004321812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00200802,"about_ca_topic_score_gemma":0.001685914,"domain_scores_codex":[0.9980199,0.001260121,0.00005903639,0.0002607074,0.0002882654,0.0001119972],"domain_scores_gemma":[0.9876057,0.00914898,0.001503545,0.0008693444,0.0003618429,0.0005106165],"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":[0.00004475449,0.00002976865,0.01733411,0.00008760799,0.00004313189,0.000243054,0.006430306,0.00815926,0.0006054448,0.9527053,0.0007080632,0.01360922],"study_design_scores_gemma":[0.00001361545,0.00002643836,0.01460573,0.00005588882,0.00002447379,0.0002842619,0.003137253,0.03939315,0.0001848179,0.937223,0.005027982,0.00002340203],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8217196,0.003016918,0.1309911,0.00858814,0.0000744664,0.00004119711,0.000281829,0.00006936141,0.03521742],"genre_scores_gemma":[0.9961812,0.0002999552,0.00307133,0.00006621861,0.0000381291,0.00001311818,0.00001520629,0.000005784859,0.000309048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003272354,"threshold_uncertainty_score":0.01454794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.093028126133299,"score_gpt":0.2813752873395923,"score_spread":0.1883471612062933,"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."}}