{"id":"W1900735557","doi":"10.5860/rusq.54n4.29","title":"Reflections on Archival User Studies","year":2015,"lang":"en","type":"article","venue":"Reference & User Services Quarterly","topic":"Digital and Traditional Archives Management","field":"Arts and Humanities","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"American Council of Learned Societies","keywords":"Focus (optics); TRACE (psycholinguistics); Archival science; World Wide Web; Computer science; Library science","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":[],"category_scores_codex":[0.0000796437,0.0002116918,0.000197001,0.0001378222,0.0002528731,0.0003365407,0.0003017435,0.0000112201,0.00008109978],"category_scores_gemma":[0.000002358156,0.0001609296,0.00006719156,0.00004981675,0.0001387806,0.0006457099,0.00004080576,0.0001438743,0.00164204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003464458,"about_ca_system_score_gemma":0.00002412504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002025249,"about_ca_topic_score_gemma":0.001832477,"domain_scores_codex":[0.9987748,0.00004886644,0.0002373935,0.0003155987,0.0003475813,0.0002757773],"domain_scores_gemma":[0.9993099,0.00006567628,0.00007914774,0.0002704087,0.0001312951,0.000143562],"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":[0.00005875203,0.0001962086,0.00002434307,0.00006891059,0.0001254928,0.000009429384,0.04886491,0.00001074558,0.000003335665,0.9375792,0.003027143,0.01003159],"study_design_scores_gemma":[0.0003649227,0.001592283,0.003855727,0.0001340538,0.00004003744,0.000002593567,0.02491104,0.00001842686,0.000007122806,0.216989,0.7517858,0.0002990217],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2544894,0.00003529156,0.00001239725,0.0009426828,0.0005761597,0.0001497148,0.0000737493,0.0001804127,0.7435402],"genre_scores_gemma":[0.9779128,0.00001680455,0.00009250285,0.001293673,0.0005108085,0.00005747279,0.0000955089,0.00001927271,0.02000115],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7487586,"threshold_uncertainty_score":0.9991353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1675686287943278,"score_gpt":0.3278841367115166,"score_spread":0.1603155079171888,"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."}}