{"id":"W2110788923","doi":"10.1145/1117454.1117475","title":"WebKDD 2005","year":2005,"lang":"en","type":"article","venue":"ACM SIGKDD Explorations Newsletter","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Theme (computing); Conjunction (astronomy); Web mining; World Wide Web; Data science; Knowledge extraction; Data mining; Web service","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002289697,0.0001689987,0.0001573733,0.0001661235,0.0001918139,0.0003233259,0.001354799,0.0000779335,0.0001418132],"category_scores_gemma":[0.00004021412,0.0001522928,0.00008367845,0.0002730613,0.00002531989,0.002008612,0.0003540635,0.000158722,0.001421195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006364653,"about_ca_system_score_gemma":0.00003877861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002152188,"about_ca_topic_score_gemma":0.00007364607,"domain_scores_codex":[0.9986441,0.00007471738,0.0003336603,0.0003757262,0.0002256555,0.0003461002],"domain_scores_gemma":[0.9981062,0.00008207552,0.00008646292,0.001563275,0.00005927264,0.0001027492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[7.911828e-7,0.00005921818,0.0001698563,0.000003151736,0.00001521512,0.000005510655,0.0006635567,0.00003309548,0.001970605,0.02806164,0.9299879,0.03902943],"study_design_scores_gemma":[0.0001689266,0.00002670835,0.0001489323,0.00001084995,0.000003614103,0.00001858698,0.00002160439,0.002277733,0.009263871,0.004240742,0.9835811,0.0002373099],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001420844,0.0001213949,0.7911146,0.1986726,0.000363463,0.0002431326,0.000001932192,0.0007552133,0.007306866],"genre_scores_gemma":[0.4589306,0.00005260508,0.5038363,0.03129769,0.001485739,0.0003615977,0.00001624361,0.00003522424,0.003984067],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4575097,"threshold_uncertainty_score":0.9993563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03629811663647502,"score_gpt":0.2671368829012802,"score_spread":0.2308387662648052,"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."}}