{"id":"W13191483","doi":"10.4018/978-1-4666-2806-9.ch006","title":"Analyzing Social Networks to Mine Important Friends","year":2012,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Social network (sociolinguistics); Interdependence; Data science; Social media; Computer science; Social network analysis; Process (computing); Social group; World Wide Web; Social web; Internet privacy; Knowledge management; Sociology; Social science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002034644,0.0006390329,0.0008755056,0.0001121713,0.0002228995,0.000111348,0.0004622742,0.00027124,0.0007806767],"category_scores_gemma":[0.000001051323,0.0006675799,0.0007221733,0.00006667358,0.00006788284,0.00004163743,0.0003844033,0.0004360196,0.00008763882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001982399,"about_ca_system_score_gemma":0.0000775197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000272549,"about_ca_topic_score_gemma":0.0001001073,"domain_scores_codex":[0.9976373,0.00002192765,0.0007258193,0.000580136,0.0003188945,0.0007158871],"domain_scores_gemma":[0.9985177,0.0000233485,0.0004574479,0.000561021,0.0001267634,0.0003137061],"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":[0.00001623133,0.00001511614,0.002030588,0.00000397549,0.000571871,0.00000734623,0.000033879,0.00002356266,0.000005380574,0.9533104,0.01487929,0.02910234],"study_design_scores_gemma":[0.0004141541,0.0001126572,0.0005185151,0.000219018,0.001935099,0.000006276327,0.00002326804,0.000569275,0.00003678296,0.603461,0.3903633,0.002340726],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0003728653,0.0004782485,0.01148737,0.00004639684,0.0001999764,0.0003174208,0.0001692269,0.0002007225,0.9867278],"genre_scores_gemma":[0.9527146,0.00000197925,0.001074134,0.0001743109,0.006232973,0.00004297828,0.0000929567,0.0001034419,0.03956264],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9523417,"threshold_uncertainty_score":0.9995775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01470228179735824,"score_gpt":0.2645073553367898,"score_spread":0.2498050735394315,"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."}}