{"id":"W2056767790","doi":"10.1145/2508037.2508038","title":"Mining search and browse logs for web search","year":2013,"lang":"en","type":"article","venue":"ACM Transactions on Intelligent Systems and Technology","topic":"Web Data Mining and Analysis","field":"Computer Science","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Web search query; Terabyte; Web search engine; Search engine; Search analytics; Information retrieval; World Wide Web; Web crawler; Ranking (information retrieval); Web log analysis software; Transaction log; Metasearch engine; Database; Web page; Static web page; Web navigation","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":[0.0002745188,0.000137511,0.0002272756,0.0006361915,0.0002834142,0.0002058446,0.0005865575,0.0001704199,0.00001584],"category_scores_gemma":[0.00003041056,0.0001190532,0.00004208523,0.000535499,0.0001362752,0.0002080798,0.0000480665,0.0001957759,0.0000423623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002192302,"about_ca_system_score_gemma":0.0000343606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004110911,"about_ca_topic_score_gemma":0.00003019524,"domain_scores_codex":[0.9987963,0.00003907269,0.0002463967,0.0004658998,0.000133699,0.0003186008],"domain_scores_gemma":[0.9988194,0.0002188879,0.00002968711,0.0007084787,0.0001325465,0.00009102903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000009283275,0.0001587365,0.001399669,0.0001902269,0.0002674001,0.000007528528,0.0008287375,0.0004811959,0.005615795,0.02734298,0.0006863026,0.9630122],"study_design_scores_gemma":[0.001415664,0.002123574,0.0004054016,0.0004854564,0.0001424257,0.0005513265,0.01345244,0.8992789,0.04083842,0.004940111,0.0351638,0.001202522],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1941389,0.0004939006,0.8011045,0.00351283,0.0001535422,0.0003286267,0.00001351212,0.0001998014,0.00005435816],"genre_scores_gemma":[0.9829599,0.0002333842,0.01575416,0.00003446011,0.00001884977,0.0001766349,0.00000270363,0.00001075551,0.000809184],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9618096,"threshold_uncertainty_score":0.485485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03611578898037965,"score_gpt":0.2776240375976158,"score_spread":0.2415082486172361,"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."}}