{"id":"W4405191315","doi":"10.1080/01930826.2024.2432224","title":"Structural and Psychological Empowerment of Academic Librarians","year":2024,"lang":"en","type":"article","venue":"Journal of Library Administration","topic":"Community Health and Development","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Empowerment; Academic library; Psychology; Sociology; Library science; Public relations; Political science; Computer science","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":[0.0003762825,0.000084158,0.0001946551,0.0001457289,0.000143644,0.00001983018,0.0001244986,0.0001702398,0.0005324624],"category_scores_gemma":[0.00006023034,0.00006087618,0.00004538362,0.0001600222,0.00004398454,0.0009291977,0.00005884936,0.001142316,0.000007020433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001930765,"about_ca_system_score_gemma":0.0009865498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.465875e-7,"about_ca_topic_score_gemma":7.627265e-7,"domain_scores_codex":[0.998376,0.0002843233,0.0009123762,0.00008419877,0.0001859789,0.0001571608],"domain_scores_gemma":[0.9989685,0.0004250156,0.0003106263,0.00008126915,0.00002899962,0.0001856231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005566487,0.0004729182,0.3362863,0.006154699,0.0002943809,0.0005841994,0.03537893,0.000008877332,0.005704791,0.1570562,0.3068108,0.1456814],"study_design_scores_gemma":[0.001655948,0.004253132,0.8443801,0.002438641,0.00005972156,0.0005521282,0.005141412,0.0003048094,0.0007855399,0.04854088,0.09158294,0.0003047798],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9770424,0.001576561,0.00008351962,0.01488857,0.0009584841,0.0002087893,0.00001224968,0.00003164696,0.005197724],"genre_scores_gemma":[0.9951409,0.0007997633,0.002369066,0.0008300485,0.0003296495,0.000003607915,0.00001238656,0.00000969416,0.0005049401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5080937,"threshold_uncertainty_score":0.5830091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.128233999049643,"score_gpt":0.4734630499123868,"score_spread":0.3452290508627438,"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."}}