{"id":"W4361840222","doi":"10.1007/978-1-4842-9253-2_13","title":"Intelligent Cataloging and Metadata Management","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Advanced Database Systems and Queries","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Haystack; Metadata; Computer science; Data science; Cataloging; Task (project management); Quarter (Canadian coin); Data warehouse; World Wide Web; Big data; Database; Data mining; Engineering; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001760216,0.0007345781,0.0006981452,0.00523945,0.002105756,0.01105554,0.002110233,0.0015754,0.02519937],"category_scores_gemma":[0.003744447,0.0007678725,0.000790338,0.008084441,0.00219319,0.01559194,0.0034208,0.001658113,0.01966811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002302385,"about_ca_system_score_gemma":0.002535021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005582939,"about_ca_topic_score_gemma":0.006220252,"domain_scores_codex":[0.9987904,0.0002012945,0.0001055812,0.0002069459,0.0006115059,0.00008421564],"domain_scores_gemma":[0.9983778,0.0003985047,0.00006815087,0.000696367,0.0003736171,0.00008554656],"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":[0.00002050532,0.00004246116,0.000348669,0.0002724293,0.0000143681,0.0000891671,0.0007407918,0.001115603,0.001310489,0.4620039,0.1421212,0.3919204],"study_design_scores_gemma":[0.00000533624,0.000009200064,0.0001879608,0.0001505473,0.000008695606,0.0001877781,0.0002589847,0.002109697,0.0007592728,0.1543532,0.8419536,0.00001575705],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.003701922,0.03230828,0.3938715,0.01046431,0.002289042,0.0003646267,0.001983445,0.006099946,0.5489169],"genre_scores_gemma":[0.04836709,0.03468583,0.4010218,0.003049287,0.001786497,0.0002997846,0.006061525,0.001455151,0.503273],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02519937,"threshold_uncertainty_score":0.08430022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04670996567532511,"score_gpt":0.248627541474407,"score_spread":0.2019175757990819,"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."}}