{"id":"W1986025018","doi":"10.1145/2645710.2645750","title":"Recommending user generated item lists","year":2014,"lang":"en","type":"article","venue":"","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Institute for Computing, Information and Cognitive Systems","keywords":"Computer science; Recommender system; Information retrieval; Ranking (information retrieval); Focus (optics); World Wide Web; Personalization","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004345,0.0001015681,0.0001293061,0.00007982608,0.00008829749,0.0002410816,0.0005646532,0.00005306816,0.00004853558],"category_scores_gemma":[0.00002158513,0.00008006068,0.00004173343,0.0002056771,0.00000623096,0.0003449765,0.0001788647,0.00007218581,0.00007075543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002553413,"about_ca_system_score_gemma":0.000008863763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009771028,"about_ca_topic_score_gemma":0.00002578144,"domain_scores_codex":[0.9991292,0.00009773721,0.00019297,0.000265528,0.0001099902,0.0002045114],"domain_scores_gemma":[0.9992644,0.00008042785,0.00005526498,0.000483873,0.00004193629,0.00007415102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[7.391772e-7,0.00003594095,0.003876474,0.00001221509,0.00001547489,0.000002610432,0.0001665995,0.000002176908,0.00239535,0.6197292,0.1979383,0.1758249],"study_design_scores_gemma":[0.0001952513,0.00007702287,0.001969168,0.00002479982,0.000001696133,0.00002720699,0.000008167463,0.06495396,0.03330829,0.003739939,0.8953937,0.0003007539],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003746349,0.00001585468,0.9241934,0.001988698,0.0005117585,0.0000839315,1.797763e-7,0.0008058631,0.06865399],"genre_scores_gemma":[0.8501567,0.000006247723,0.1453267,0.001444805,0.0001271107,0.00001677798,0.000001156257,0.000009315426,0.002911167],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8464103,"threshold_uncertainty_score":0.326478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02020287194969394,"score_gpt":0.2475857561825046,"score_spread":0.2273828842328106,"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."}}