{"id":"W4253385493","doi":"10.1016/j.serrev.2013.04.006","title":"Reports of Conferences, Institutes, and Seminars","year":2013,"lang":"en","type":"article","venue":"Serials Review","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Quarter (Canadian coin); Section (typography); Political science; Cataloging; Joint (building); Column (typography); Engineering; History; Business; Computer science; Telecommunications; Archaeology; Advertising","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":[0.01364253,0.001704287,0.001454458,0.01942904,0.003325951,0.01655348,0.002648788,0.002933377,0.2099416],"category_scores_gemma":[0.02753988,0.0008075494,0.001080702,0.02024348,0.0006837887,0.004481417,0.004850901,0.003282499,0.164779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004607127,"about_ca_system_score_gemma":0.01667603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006022448,"about_ca_topic_score_gemma":0.009873131,"domain_scores_codex":[0.9818909,0.001400627,0.0008948563,0.001056443,0.01306694,0.00169032],"domain_scores_gemma":[0.9519845,0.003104213,0.002966538,0.00235894,0.02750788,0.01207794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008758489,0.00006508266,0.0004769073,0.0006079535,0.00001216803,0.00004901404,0.0001134497,0.00004611167,0.000315534,0.0007788182,0.9520698,0.04537749],"study_design_scores_gemma":[0.00001657388,0.00003496532,0.00285585,0.0002934884,0.00001028155,0.00002736867,0.0002950901,0.00003950677,0.0001502949,0.0001623686,0.996099,0.00001523781],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.005320785,0.07697681,0.00180424,0.0348801,0.2434168,0.002398906,0.04688876,0.002265986,0.5860477],"genre_scores_gemma":[0.01795267,0.06196198,0.002233462,0.008696597,0.07090018,0.002137717,0.0216199,0.001137289,0.8133603],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.2099416,"threshold_uncertainty_score":0.7023246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0165127820582132,"score_gpt":0.2234907566538441,"score_spread":0.2069779745956309,"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."}}