{"id":"W2473029962","doi":"10.1145/2930238.2930289","title":"Modelling User Collaboration in Social Networks Using Edits and Comments","year":2016,"lang":"en","type":"article","venue":"","topic":"Expert finding and Q&A systems","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science; Order (exchange); World Wide Web; Function (biology); Quality (philosophy); Work (physics); Social network (sociolinguistics); Questions and answers; Data science; Social media; Engineering","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":[0.008013192,0.0009406946,0.0007004567,0.003234459,0.001334839,0.003205828,0.001524186,0.001878286,0.002655539],"category_scores_gemma":[0.04058345,0.0006347446,0.00105169,0.002756177,0.001395165,0.005648887,0.002071884,0.001174482,0.0006622151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001925243,"about_ca_system_score_gemma":0.001101513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0151761,"about_ca_topic_score_gemma":0.01522363,"domain_scores_codex":[0.9941866,0.003693784,0.0002793516,0.0009029706,0.0006136696,0.0003236005],"domain_scores_gemma":[0.9381459,0.05147368,0.00457422,0.002398653,0.001931668,0.001475942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001270907,0.001155846,0.2555338,0.000412223,0.0004684725,0.001537287,0.01471246,0.587217,0.003627815,0.05110366,0.002716698,0.08024377],"study_design_scores_gemma":[0.00003775594,0.0002083262,0.01405756,0.00002696678,0.00005511157,0.0001303744,0.001241276,0.9655933,0.0004886516,0.01585004,0.002265537,0.00004504609],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.891825,0.0003671051,0.0999274,0.0009300901,0.00006136359,0.0002827955,0.0008756047,0.0003109608,0.005419673],"genre_scores_gemma":[0.9801254,0.0001391658,0.01731251,0.00003099259,0.00003049036,0.0001881592,0.0002701004,0.00003004394,0.001873179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0151761,"threshold_uncertainty_score":0.04237831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03926960441858399,"score_gpt":0.2906599232875491,"score_spread":0.2513903188689651,"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."}}