{"id":"W4223504112","doi":"10.18665/sr.316656","title":"Aligning the Research Library to Organizational Strategy","year":2022,"lang":"en","type":"report","venue":"","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Association of Public and Land-Grant Universities; American Council of Learned Societies","keywords":"Business; Knowledge management; Process management; Computer 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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00450642,0.00009862371,0.0001172836,0.0003269389,0.002912352,0.001349237,0.001440001,0.0001057113,0.1221185],"category_scores_gemma":[0.0008345981,0.00006673321,0.00005115707,0.003176122,0.0002292341,0.007202012,0.0005757915,0.000526225,0.0007717969],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001536902,"about_ca_system_score_gemma":0.0120522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001464777,"about_ca_topic_score_gemma":0.00002697448,"domain_scores_codex":[0.9947147,0.0004900493,0.0003480306,0.0002406019,0.003772368,0.000434212],"domain_scores_gemma":[0.9985445,0.000455345,0.00009956936,0.0002870057,0.0004193833,0.0001942148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[8.579885e-7,0.000005931296,0.0005417956,0.000004530696,0.000004310376,0.000001689298,0.006999277,0.00002923838,3.977132e-7,0.1736876,0.8170141,0.001710261],"study_design_scores_gemma":[0.0000144135,0.00002489766,0.0004923907,0.000009597273,0.000001337188,0.000001779357,0.01861332,0.000006856893,0.000007943404,0.00258514,0.978139,0.0001033121],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002479384,0.00009843811,0.00001249594,0.02880495,0.0008596201,0.000428207,0.00003737648,0.0001287342,0.9693822],"genre_scores_gemma":[0.01012415,0.0007186894,0.0003100449,0.009831333,0.002326072,0.00007145388,0.000411399,0.00002681165,0.97618],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1711025,"threshold_uncertainty_score":0.9996874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1953021789113479,"score_gpt":0.4431593789992881,"score_spread":0.2478572000879403,"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."}}