{"id":"W4230871670","doi":"10.1007/978-1-4939-7131-2_101158","title":"Social Network Analysis and Recommendation","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Social network analysis; Computer science; Sociology; World Wide Web; Social media","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":[0.0008595551,0.001284172,0.0009940668,0.002472075,0.0006209355,0.002562669,0.0009688215,0.0012526,0.01319874],"category_scores_gemma":[0.004202665,0.0005491122,0.0007674632,0.004726985,0.000875776,0.004634797,0.001125394,0.002026482,0.008154308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001066465,"about_ca_system_score_gemma":0.0006539567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002592216,"about_ca_topic_score_gemma":0.003263661,"domain_scores_codex":[0.9992732,0.0001743938,0.0000266687,0.0001801694,0.0003106924,0.00003488017],"domain_scores_gemma":[0.9986683,0.0008301933,0.00005252193,0.0002283736,0.0001821689,0.00003845937],"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":[0.00001945502,0.00008068435,0.0006305621,0.0003660894,0.00009407317,0.00004545057,0.0001532831,0.01522747,0.0007629223,0.2308712,0.1222567,0.6294921],"study_design_scores_gemma":[0.000006270868,0.00001709874,0.001161797,0.0001861479,0.0000420727,0.0001737733,0.0001237735,0.09716169,0.001036763,0.6549069,0.2451477,0.00003595959],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004170342,0.03601533,0.8276657,0.006214786,0.002165054,0.0001404283,0.001456702,0.001585973,0.1205856],"genre_scores_gemma":[0.130025,0.07191658,0.4681752,0.001578601,0.006820449,0.0005363351,0.005073893,0.001176033,0.314698],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01319874,"threshold_uncertainty_score":0.04415417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01826797705530536,"score_gpt":0.2778360078773246,"score_spread":0.2595680308220192,"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."}}