{"id":"W1580924750","doi":"10.1609/aaai.v24i1.7502","title":"News Recommendation in Forum-Based Social Media","year":2010,"lang":"en","type":"article","venue":"Proceedings of the AAAI Conference on Artificial Intelligence","topic":"Web Data Mining and Analysis","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"National Natural Science Foundation of China","keywords":"Computer science; World Wide Web; Moderation; Social media; Recommender system; Generalization; Information retrieval; Internet privacy","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":[],"consensus_categories":[],"category_scores_codex":[0.0005489865,0.0001588029,0.0002182058,0.0002239293,0.0001578448,0.0002363685,0.00173941,0.0001029022,0.000114756],"category_scores_gemma":[0.0007456813,0.0001245691,0.0001031824,0.000925708,0.0001585906,0.0004382752,0.0002280782,0.0004362268,0.00005691531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002370518,"about_ca_system_score_gemma":0.0001042324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000965214,"about_ca_topic_score_gemma":0.0006066097,"domain_scores_codex":[0.9985007,0.00001729728,0.0004669663,0.0004107612,0.0003165007,0.0002877796],"domain_scores_gemma":[0.998966,0.0001519658,0.0003076966,0.000223955,0.0002922931,0.00005812562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002396334,0.0001478664,0.001342057,0.00001086776,0.000005966556,2.514498e-7,0.001275614,0.000009795211,0.03909062,0.57813,0.0004795381,0.3794835],"study_design_scores_gemma":[0.00009772807,0.0001019048,0.001689164,0.0001219516,0.00001868072,0.000001916906,0.001960848,0.2646715,0.5527334,0.1771731,0.0009651507,0.0004646491],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8493209,0.00000511422,0.06128389,0.06800082,0.001934983,0.0004869666,0.00003114411,0.000236109,0.01870003],"genre_scores_gemma":[0.9944819,0.000003479657,0.005057225,0.0003236413,0.00008425041,0.00001543249,0.000003155549,0.00000717966,0.00002373982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5136428,"threshold_uncertainty_score":0.5079778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07718165713992965,"score_gpt":0.3018259944924312,"score_spread":0.2246443373525016,"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."}}