{"id":"W7074575587","doi":"","title":"Research Data Services Maturity in Academic Libraries","year":2017,"lang":"en","type":"other","venue":"UA Campus Repository (The University of Arizona)","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Maturity (psychological); Work (physics); Diversity (politics); Implementation; White paper; Data curation; Academic library; Best practice; Empirical research; Information system","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001056283,0.0001852438,0.0005511698,0.0005304151,0.0005843996,0.0001005661,0.003553985,0.0003893056,0.001665582],"category_scores_gemma":[0.0000380792,0.0002043239,0.00009100005,0.0001468522,0.001268082,0.0004154301,0.002178009,0.000687081,0.002200344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001034067,"about_ca_system_score_gemma":0.00008986623,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00875774,"about_ca_topic_score_gemma":0.0009314966,"domain_scores_codex":[0.998445,0.00005708232,0.0002564673,0.0007971227,0.0001006675,0.0003435965],"domain_scores_gemma":[0.99714,0.0000918515,0.0007393988,0.001934329,0.00002869761,0.00006565617],"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":[0.0000252414,0.00003283534,0.008195154,0.0001534657,0.0001498408,0.0000325503,0.001199697,0.000003879718,0.000002128362,0.01164728,0.9783735,0.0001844491],"study_design_scores_gemma":[0.0002788292,0.00001302238,0.002623168,0.0001982947,0.00001468163,0.000002702552,0.001948968,0.00017977,0.000003642093,0.001199266,0.993336,0.0002016744],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008528185,0.007262683,0.000007369874,0.0002034034,0.001799709,0.0002463092,0.0008634616,0.00004176245,0.9887225],"genre_scores_gemma":[0.006478026,0.001733002,0.0001689152,0.00001608735,0.0002030332,4.877137e-7,0.00006436746,0.00005510769,0.991281],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0149625,"threshold_uncertainty_score":0.999247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07841084081097327,"score_gpt":0.2581886511245629,"score_spread":0.1797778103135896,"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."}}