{"id":"W3135837314","doi":"10.7771/2380-176x.8494","title":"Library Analytics: Shaping the Future — The SPANMonograph Project: Shared Print Archiving inWestern Canada","year":2021,"lang":"en","type":"article","venue":"Against the grain","topic":"Digital and Traditional Archives Management","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver Island University","funders":"","keywords":"Analytics; Span (engineering); Library science; World Wide Web; Political science; Computer science; Data science; History; Media studies; Engineering; Sociology; Civil engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000128141,0.0001647408,0.000113641,0.00003842292,0.0009253679,0.0009044101,0.0006207869,0.000006991826,0.00008833604],"category_scores_gemma":[0.00001264572,0.00007449192,0.0001403483,0.0001158337,0.0002588331,0.0002539727,0.0003572405,0.0002448574,0.00001103484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000156069,"about_ca_system_score_gemma":0.0002120018,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007057648,"about_ca_topic_score_gemma":0.2194228,"domain_scores_codex":[0.9989008,0.0001173607,0.0002085061,0.0002159435,0.0002802844,0.0002771043],"domain_scores_gemma":[0.9992533,0.0002102787,0.00008115012,0.0003943137,0.00002312752,0.00003776862],"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":[0.00001084069,0.00006194939,0.0003280025,0.00004722882,0.0003125327,0.00008347351,0.01969059,0.000114901,0.000003498084,0.8668705,0.06285927,0.04961725],"study_design_scores_gemma":[0.00009229923,0.00001215419,0.01548755,0.00006594078,0.00002748359,0.000005251155,0.0116765,0.0006105161,0.000006283927,0.02924432,0.9426188,0.0001528725],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1353024,0.0004954153,0.00003054711,0.08928829,0.001067885,0.0007310813,0.0004223427,0.00011965,0.7725424],"genre_scores_gemma":[0.9713137,0.00009153732,0.00002132782,0.01319147,0.001268518,0.0000625789,0.0001953949,0.00002415968,0.01383139],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8797596,"threshold_uncertainty_score":0.9995545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03158947633836509,"score_gpt":0.1940111873980713,"score_spread":0.1624217110597062,"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."}}