{"id":"W2735794272","doi":"10.1145/3099023.3099057","title":"Personalizing Social Influence Strategies in a Q&A Social Network","year":2017,"lang":"en","type":"article","venue":"","topic":"Expert finding and Q&A systems","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Personalization; Computer science; Social network (sociolinguistics); Sample (material); Social facilitation; Social influence; Knowledge management; World Wide Web; Psychology; Social media; Social psychology","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":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0004207895,0.000122944,0.000187854,0.00004323297,0.001310369,0.001296455,0.001188373,0.0001003991,0.000008666156],"category_scores_gemma":[0.00002859463,0.0001129102,0.00006710657,0.0001135001,0.00009482996,0.001029151,0.0002699484,0.0001570789,0.00006449082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004998939,"about_ca_system_score_gemma":0.0001121634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001176356,"about_ca_topic_score_gemma":0.0009682896,"domain_scores_codex":[0.9987933,0.00006591388,0.0001924425,0.0003001754,0.0002428345,0.0004053211],"domain_scores_gemma":[0.9994308,0.00003512005,0.00013802,0.0003153688,0.00004151896,0.00003917253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00000795782,0.00004104092,0.02680326,0.00002846122,0.00002075792,0.00003095913,0.03680925,0.0002028068,0.0008603905,0.9157813,0.01290724,0.006506617],"study_design_scores_gemma":[0.002341181,0.0001058455,0.8241049,0.0003075964,0.00001064806,0.00005495232,0.006429865,0.01720857,0.0001375683,0.06579408,0.08151806,0.00198674],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8597566,0.000141184,0.0477495,0.004881775,0.00095582,0.0001851033,0.000001179928,0.0003396415,0.08598913],"genre_scores_gemma":[0.99414,0.000002231285,0.004070497,0.0002108503,0.0006938093,0.00001321243,4.820786e-7,0.0000064834,0.0008624702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8499871,"threshold_uncertainty_score":0.9999898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0582453935483559,"score_gpt":0.3321174348351036,"score_spread":0.2738720412867477,"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."}}