{"id":"W4206593497","doi":"10.1007/s11042-021-11857-1","title":"The homophily principle in social network analysis: A survey","year":2022,"lang":"en","type":"article","venue":"Multimedia Tools and Applications","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":93,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brandon University; Lakehead University","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Homophily; Computer science; Social media; Social network (sociolinguistics); Data science; Sociology; World Wide Web; Social 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":[0.006514504,0.001508923,0.003158579,0.006960723,0.001174948,0.005011585,0.002308175,0.002733979,0.002938843],"category_scores_gemma":[0.01546127,0.001080052,0.001571559,0.01092472,0.004022117,0.009468475,0.002203509,0.002938831,0.001078884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00155414,"about_ca_system_score_gemma":0.001666927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001901459,"about_ca_topic_score_gemma":0.001459007,"domain_scores_codex":[0.9957678,0.00135545,0.0002609982,0.001008335,0.001484152,0.0001231408],"domain_scores_gemma":[0.9759983,0.02078085,0.000662282,0.001226072,0.0009944078,0.0003380356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008267684,0.0003431615,0.009422384,0.005059647,0.0004369022,0.0002541235,0.0008308914,0.02225865,0.001106362,0.3733241,0.01022198,0.5766593],"study_design_scores_gemma":[0.00003105765,0.0001640546,0.006414043,0.001211323,0.0001663096,0.000927284,0.0007075783,0.1106298,0.001320073,0.7972726,0.08103385,0.0001220744],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.01885662,0.3514823,0.595704,0.005252881,0.0005358827,0.000258626,0.0006867035,0.0003490194,0.02687398],"genre_scores_gemma":[0.2833583,0.4821285,0.220262,0.001727312,0.005601662,0.0005500749,0.001234746,0.0002349999,0.004902456],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.006960723,"threshold_uncertainty_score":0.03445238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02497537688498273,"score_gpt":0.3009042019415362,"score_spread":0.2759288250565534,"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."}}