{"id":"W1592142909","doi":"10.18438/b80014","title":"Study of Search Engine Transaction Logs Shows Little Change in How Users use Search Engines","year":2006,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Web Data Mining and Analysis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Search engine; Information retrieval; Transaction log; Computer science; Database transaction; Query expansion; World Wide Web; Search analytics; Metasearch engine; Web search query; Database","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0007764969,0.0001113468,0.0001487139,0.0005287692,0.00007669364,0.00062048,0.0003278757,0.00005114909,0.00002080156],"category_scores_gemma":[0.000216886,0.000103286,0.00002819658,0.001176216,0.00002536835,0.2579045,0.00007547638,0.0002064703,0.000006157799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001062096,"about_ca_system_score_gemma":0.00007885588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003834153,"about_ca_topic_score_gemma":0.000002729238,"domain_scores_codex":[0.9986365,0.0003161571,0.0003120194,0.0001814791,0.0003776491,0.0001762213],"domain_scores_gemma":[0.9982805,0.001114855,0.0001300483,0.0003482978,0.00006940301,0.00005693732],"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":[0.001734846,0.004572397,0.2410842,0.001804375,0.0002813996,0.0001952302,0.04718739,0.1066109,0.002152208,0.08597833,0.003069606,0.5053291],"study_design_scores_gemma":[0.001667849,0.0009988671,0.1878619,0.0004060951,0.00006440761,0.0000250165,0.005959957,0.7734787,0.00965671,0.00001349305,0.01938282,0.0004842273],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8317554,0.0003028524,0.1305344,0.03628763,0.0001188946,0.0006404574,0.00002588473,0.0001765984,0.0001578359],"genre_scores_gemma":[0.9888942,0.0002180452,0.009470227,0.001253809,0.00003675524,0.00002273739,0.00003483144,0.000004428665,0.0000649691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6668677,"threshold_uncertainty_score":0.7524748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0471057312752498,"score_gpt":0.2787684893232249,"score_spread":0.2316627580479751,"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."}}