{"id":"W1623375142","doi":"10.1007/978-3-319-15168-7_43","title":"Generalized Friendship Paradox: An Analytical Approach","year":2015,"lang":"en","type":"preprint","venue":"Lecture notes in computer science","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Friendship; Popularity; Node (physics); Quality (philosophy); Degree (music); Social network (sociolinguistics); Distribution (mathematics); Degree distribution; Social psychology; Psychology; Computer science; Mathematics; Social media; Epistemology; Complex network; Combinatorics; Physics","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":[0.002590328,0.0007851645,0.001582294,0.00213183,0.001479561,0.003447806,0.003834399,0.002607025,0.007332515],"category_scores_gemma":[0.01331881,0.0005810155,0.001159134,0.001895926,0.003446874,0.008307784,0.002894742,0.002982163,0.0005498771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001558682,"about_ca_system_score_gemma":0.001047719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009961706,"about_ca_topic_score_gemma":0.0009810971,"domain_scores_codex":[0.9984804,0.0007727984,0.00003739298,0.0002376463,0.0003155128,0.0001562147],"domain_scores_gemma":[0.9945295,0.003528017,0.0004142746,0.0006206465,0.0005322091,0.0003753493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000009413689,0.00002288891,0.0001293171,0.00004252604,0.00001449248,0.0001020706,0.0001013997,0.004234599,0.0001758279,0.9914533,0.001665389,0.002048686],"study_design_scores_gemma":[0.00001032672,0.00000673428,0.0000968587,0.00001599841,0.00001218051,0.0001250555,0.00007996862,0.06654095,0.00005455274,0.9319486,0.00109896,0.000009791968],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1502753,0.004106675,0.700904,0.01361492,0.0005985343,0.0001670172,0.0003896297,0.0002730176,0.1296709],"genre_scores_gemma":[0.935129,0.002340914,0.04043386,0.001113064,0.0009181265,0.0001844623,0.0001154618,0.00008031847,0.0196848],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007332515,"threshold_uncertainty_score":0.0245297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04538740260786307,"score_gpt":0.3230888919468876,"score_spread":0.2777014893390245,"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."}}