{"id":"W2034113406","doi":"10.1145/1835449.1835663","title":"User comments for news recommendation in social media","year":2010,"lang":"en","type":"article","venue":"","topic":"Web Data Mining and Analysis","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Computer science; Social media; World Wide Web; Moderation; Reading (process); Online discussion; Information retrieval","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":[0.005939549,0.001021513,0.001046168,0.003668938,0.001949043,0.002502185,0.001376263,0.001554709,0.005282025],"category_scores_gemma":[0.02631991,0.0005224688,0.001100772,0.002868185,0.0008647413,0.003111046,0.001060864,0.001092966,0.002571769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001267502,"about_ca_system_score_gemma":0.001849395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01710803,"about_ca_topic_score_gemma":0.03790287,"domain_scores_codex":[0.9954718,0.002351761,0.0002323179,0.0004580218,0.00129242,0.0001936315],"domain_scores_gemma":[0.9863476,0.006534001,0.0009374943,0.001298669,0.0043838,0.0004984227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001775466,0.001106598,0.02591864,0.001142434,0.000309321,0.0004455905,0.002075454,0.03563606,0.01230781,0.0407228,0.04117844,0.8373813],"study_design_scores_gemma":[0.0002586642,0.0005818501,0.01303015,0.0003664141,0.0003676344,0.0002680878,0.00171637,0.8766507,0.01570128,0.03688729,0.05392656,0.0002449955],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1548156,0.003418025,0.8087887,0.004824564,0.0006792792,0.001521544,0.003277182,0.0045709,0.01810427],"genre_scores_gemma":[0.5751919,0.00100282,0.4097495,0.0002597455,0.0005177102,0.0005809968,0.00264019,0.0002349297,0.009822169],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01710803,"threshold_uncertainty_score":0.03401691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03634548955345622,"score_gpt":0.3027201027762963,"score_spread":0.2663746132228401,"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."}}