{"id":"W1488712259","doi":"10.1108/07378830910942973","title":"One box to search them all","year":2009,"lang":"en","type":"article","venue":"Library Hi Tech","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Computer science; World Wide Web; Usability; Context (archaeology); Academic institution; Resource (disambiguation); Knowledge management; Library science","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":[0.00005220591,0.0001183759,0.0001191773,0.0001953044,0.00009660309,0.0007277064,0.001144968,0.00005302867,0.0002334418],"category_scores_gemma":[0.000009143529,0.0001118835,0.00004688517,0.00123202,0.00001249935,0.003766842,0.0004189965,0.0001087126,0.0007432019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001038738,"about_ca_system_score_gemma":0.00009240497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.905926e-7,"about_ca_topic_score_gemma":5.462584e-8,"domain_scores_codex":[0.9988244,0.00002379233,0.0001638419,0.0003428222,0.0003206607,0.0003244565],"domain_scores_gemma":[0.9993134,0.00004512016,0.00002081938,0.0003964541,0.000009771699,0.0002144295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000632083,0.0003620689,0.004306334,0.00001306812,0.0000351608,0.00005914631,0.002195279,0.00002624937,0.00146555,0.2181,0.2937914,0.4795825],"study_design_scores_gemma":[0.0003439766,0.0003414429,0.02224791,0.00003434195,0.000001854711,0.00001566425,0.0000335097,0.0005790548,0.09229548,0.05918228,0.8244224,0.0005020649],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09025922,0.0001046228,0.0209969,0.05134006,0.0001813731,0.0003790573,0.000002947972,0.002295993,0.8344398],"genre_scores_gemma":[0.7806591,0.0000242859,0.1264659,0.02033807,0.0001536425,0.00001382497,0.00001025377,0.00001818574,0.07231662],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7621232,"threshold_uncertainty_score":0.9552605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03736490676071608,"score_gpt":0.231601826850561,"score_spread":0.1942369200898449,"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."}}