{"id":"W2724373517","doi":"10.18438/b8ss97","title":"AAU Library Directors Prefer Collaborative Decision Making with Senior Administrative Team Members","year":2017,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Salary; Succession planning; Strategic planning; Psychology; Ethnic group; Public relations; Senior management; Medical education; Political science; Library science; Management; Business; Marketing; Medicine; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":["scholarly_communication"],"category_scores_codex":[0.0007877311,0.0002174528,0.0001971542,0.0002278661,0.002646103,0.006417564,0.0007103508,0.0001292496,0.001392765],"category_scores_gemma":[0.003383623,0.00016981,0.00004327891,0.0006395247,0.0006240788,0.8538598,0.0001738927,0.0002698151,0.00009907212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001807227,"about_ca_system_score_gemma":0.001552544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002408016,"about_ca_topic_score_gemma":4.481281e-7,"domain_scores_codex":[0.9977661,0.0003790349,0.0005250854,0.0002402445,0.0007560877,0.0003334595],"domain_scores_gemma":[0.9954343,0.002597943,0.001100725,0.0004772709,0.0001547532,0.00023503],"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":[0.003438044,0.0001020464,0.01676723,0.0001290224,0.00005788297,0.00001692643,0.03250119,0.0002049506,0.000005819297,0.8025579,0.03308001,0.111139],"study_design_scores_gemma":[0.0003764579,0.0002302972,0.02253816,0.0006501105,0.00002033178,0.000005758379,0.01169305,0.0009041514,0.0004624356,0.0002363939,0.9625916,0.0002912107],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05409583,0.0004997591,0.001597058,0.1991359,0.0008090268,0.001865958,0.0001194877,0.0006380632,0.741239],"genre_scores_gemma":[0.8774008,0.00160842,0.0312807,0.08733064,0.0002139386,0.0000718629,0.00006350038,0.00001798662,0.002012132],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9295116,"threshold_uncertainty_score":0.9995201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02220262874375802,"score_gpt":0.3327114677335635,"score_spread":0.3105088389898055,"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."}}