{"id":"W4251096009","doi":"10.32920/14636367","title":"Key Factors for Consortial Success: Realizing a Shared Vision for Interlibrary Loan in a consortium of Canadian Libraries","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Interlibrary loan; Citation; Business; Library science; Key (lock); Political science; World Wide Web; Computer science; Operating 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":[{"model":"gemma","categories":["scholarly_communication"],"domain":null,"study_design":"not_applicable","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"medium","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0001507765,0.000336577,0.000600894,0.001776404,0.0001192567,0.002432691,0.001244214,0.0002981536,0.00008469493],"category_scores_gemma":[0.0002915859,0.0003155077,0.0002673284,0.000958183,0.00008429965,0.003848915,0.001155751,0.0001908663,5.798396e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007888375,"about_ca_system_score_gemma":0.00321091,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01722158,"about_ca_topic_score_gemma":0.04391362,"domain_scores_codex":[0.9976456,0.00005729271,0.0008133891,0.0007918291,0.0002228515,0.0004690001],"domain_scores_gemma":[0.9981893,0.0006366468,0.0002980291,0.0004672596,0.0001323019,0.0002764226],"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":[0.001109453,0.000741069,0.2781326,0.00529838,0.0009725836,0.0001315876,0.05508877,0.0007845602,0.0005253447,0.3695936,0.2691942,0.01842788],"study_design_scores_gemma":[0.009596984,0.001708348,0.125086,0.006224919,0.0001125889,0.00002715087,0.009720315,0.1377207,0.08857247,0.07591739,0.5385072,0.006805928],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.686922,0.001103508,0.1818932,0.007916025,0.003308248,0.006847577,0.001196072,0.0008519125,0.1099614],"genre_scores_gemma":[0.9349189,0.00002698739,0.05969873,0.0004559221,0.00005779654,0.0002740571,0.0007383522,0.00003727848,0.003791995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2936762,"threshold_uncertainty_score":0.9999297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0388060758839102,"score_gpt":0.2546840006177169,"score_spread":0.2158779247338067,"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."}}