{"id":"W7009538015","doi":"","title":"ERIC ED560963: Building Expertise to Support Digital Scholarship: A Global Perspective","year":2015,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Digital scholarship; Perspective (graphical); Set (abstract data type); Work (physics); Key (lock)","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.004798042,0.0003217981,0.0002689235,0.001969754,0.004027132,0.01087121,0.0009169788,0.004062496,0.06248232],"category_scores_gemma":[0.005943064,0.0001835567,0.00015259,0.004496604,0.002928509,0.009194281,0.005877588,0.001943659,0.01335529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003305807,"about_ca_system_score_gemma":0.006080043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006345024,"about_ca_topic_score_gemma":0.01394878,"domain_scores_codex":[0.9973887,0.001276366,0.000120905,0.0001686169,0.0005388207,0.0005065601],"domain_scores_gemma":[0.995409,0.00189766,0.0002413628,0.0003276963,0.000820471,0.001303897],"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":[0.00003602841,0.00006611717,0.001758821,0.0005750485,0.000003924984,0.0006539973,0.009816098,0.0002242961,0.0002535113,0.1795439,0.5827647,0.2243036],"study_design_scores_gemma":[0.000003599804,0.00001352685,0.0007719924,0.0002971783,0.000002140132,0.0001970317,0.004784678,0.00003705616,0.000140955,0.005079395,0.988667,0.000005488648],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00592038,0.009711063,0.00128092,0.06799766,0.0009640049,0.00003845799,0.0002239991,0.0001824583,0.913681],"genre_scores_gemma":[0.199549,0.03194048,0.0075119,0.02524219,0.001603273,0.0001133402,0.0004795392,0.0003653511,0.733195],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9891288,"threshold_uncertainty_score":0.2090241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01335565926836838,"score_gpt":0.2408237083905313,"score_spread":0.2274680491221629,"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."}}