{"id":"W2116612578","doi":"10.18352/lq.8011","title":"The OCLC Research Survey of Special Collections and Archives","year":2011,"lang":"en","type":"article","venue":"LIBER Quarterly The Journal of the Association of European Research Libraries","topic":"Digital and Traditional Archives Management","field":"Arts and Humanities","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Digitization; Special collections; Library science; Survey research; Collections management; Digital collections; World Wide Web; Computer science; Sociology; Telecommunications","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.00587615,0.00008096773,0.0001550354,0.0002233422,0.001727577,0.00048138,0.0009390437,0.000009585262,0.00008417233],"category_scores_gemma":[0.0005524489,0.00003852986,0.0001062205,0.0002803911,0.001868304,0.000544569,0.0002352335,0.0005389603,0.000008148669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001460806,"about_ca_system_score_gemma":0.0001070577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009000548,"about_ca_topic_score_gemma":0.0002463355,"domain_scores_codex":[0.993385,0.004788949,0.0005166173,0.00008020247,0.0009626689,0.0002666115],"domain_scores_gemma":[0.993462,0.005313123,0.0004932394,0.0002365325,0.0004400946,0.00005495878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0006630711,0.0002755355,0.002653895,0.00002839924,0.0004346673,0.00000254674,0.1159861,0.000001690236,0.00003849222,0.7763536,0.09602901,0.007532998],"study_design_scores_gemma":[0.0003458031,0.00119097,0.5836639,0.00008721525,0.00002741622,0.000003513993,0.01338647,0.000008511025,0.0001657494,0.2944435,0.1066052,0.00007175798],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1335859,0.0001373533,0.000006552487,0.002884147,0.0004306517,0.0002372748,0.00008539092,0.000005614852,0.8626271],"genre_scores_gemma":[0.9326743,0.0001666459,0.00002784193,0.00002613403,0.0006911731,0.000001890014,0.000002120515,0.00001545832,0.06639441],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7990885,"threshold_uncertainty_score":0.999572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1271362560807209,"score_gpt":0.2659133185244827,"score_spread":0.1387770624437618,"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."}}