{"id":"W4387387596","doi":"10.3998/ticker.5034","title":"Trends in Academic Business Libraries 2022-2023: Highlights from Annual Reports of the Academic Business Library Directors (ABLD)","year":2023,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Academic library; Business; Library science; Accounting; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","bibliometrics","open_science","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002538253,0.0009190876,0.00161779,0.0009848304,0.0005508652,0.0004056237,0.007016067,0.0009533272,0.0003128843],"category_scores_gemma":[0.002115119,0.0005841612,0.0002999862,0.02407217,0.0005907806,0.01269807,0.00365583,0.002826765,0.0001508111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005997661,"about_ca_system_score_gemma":0.001116421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007576509,"about_ca_topic_score_gemma":0.000001411142,"domain_scores_codex":[0.9915623,0.0007559579,0.00379047,0.001178542,0.001541796,0.001170899],"domain_scores_gemma":[0.9927016,0.001327874,0.002923549,0.002425042,0.0004061643,0.0002157977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001002659,0.0002162921,0.03294399,0.02315423,0.0003659365,0.0001923763,0.02131821,0.001192176,0.000538447,0.1284623,0.4742031,0.3173126],"study_design_scores_gemma":[0.001060824,0.00001708987,0.4890914,0.04058917,0.0003712367,0.0002847322,0.0003277317,0.01189729,0.001565369,0.08779086,0.3647383,0.002266047],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1364257,0.4709382,0.02245313,0.3310025,0.01541108,0.005358555,0.0003657722,0.005670136,0.01237492],"genre_scores_gemma":[0.4917183,0.4233572,0.008211108,0.04232068,0.005770016,0.001046569,0.001561312,0.0009630968,0.02505172],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.4561474,"threshold_uncertainty_score":0.999661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03881885735078146,"score_gpt":0.2700448269342403,"score_spread":0.2312259695834588,"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."}}