{"id":"W2482298324","doi":"10.4018/978-1-4666-1821-3.ch039","title":"The Web-Scale Discovery Environment and Changing Library Services and Processes","year":2012,"lang":"en","type":"book-chapter","venue":"Advances in library and information science (ALIS) book series","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Metadata; World Wide Web; Computer science; Service discovery; Service (business); Web service; Data science; Business","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":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.000149618,0.0002827173,0.0002046968,0.0004461598,0.0008173083,0.002941886,0.0005654959,0.0000831026,0.00002257552],"category_scores_gemma":[0.000007800517,0.0002013075,0.00002047235,0.0003447445,0.0009328678,0.8309793,0.001143577,0.0001463837,0.000005366811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009569963,"about_ca_system_score_gemma":0.0001756181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.918408e-7,"about_ca_topic_score_gemma":7.999731e-7,"domain_scores_codex":[0.9985127,0.00001135325,0.0004115191,0.0003216818,0.0003865947,0.0003561398],"domain_scores_gemma":[0.999173,0.0001601005,0.0002761312,0.0002333526,0.00001064406,0.0001467704],"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":[0.00002573358,0.000003219631,0.001788822,0.0001777323,0.000003746564,7.732542e-7,0.002710101,0.000005891915,0.00000137461,0.9842072,0.000008940573,0.01106644],"study_design_scores_gemma":[0.0001158893,0.00005227445,0.0006874434,0.0001828298,0.000002646517,0.00002483425,0.0004755507,0.00009482523,0.0003487676,0.002885169,0.9948328,0.0002970255],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.001509537,0.0424185,0.00005161036,0.001689898,0.0002327798,0.0003462351,0.00002497398,0.0002134165,0.953513],"genre_scores_gemma":[0.005812231,0.9624681,0.001000145,0.001141029,0.00007433182,0.00003376989,0.00002031847,0.00001896615,0.0294311],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9948238,"threshold_uncertainty_score":0.9980931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00374827398989521,"score_gpt":0.1677010878041131,"score_spread":0.1639528138142178,"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."}}