{"id":"W4401209110","doi":"10.1080/01930826.2024.2371274","title":"Conditions for Creativity and Innovation in the Work Environment of Academic Libraries in the United States and Canada","year":2024,"lang":"en","type":"article","venue":"Journal of Library Administration","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Creativity; Work (physics); Academic library; Work environment; Sociology; Political science; Management; Public relations; Library science; Regional science; Psychology; Engineering; Computer science; Economics; Social psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001394185,0.0001897454,0.0004106438,0.002494306,0.01008972,0.006620619,0.001143048,0.0004936965,0.003453333],"category_scores_gemma":[0.006341084,0.0002547867,0.0004607504,0.005489769,0.003387954,0.0008634198,0.003215313,0.0008378904,0.0002236747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05100963,"about_ca_system_score_gemma":0.08067153,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9861413,"about_ca_topic_score_gemma":0.9939451,"domain_scores_codex":[0.9976113,0.0002920493,0.0001261319,0.0001646869,0.0007325613,0.00107325],"domain_scores_gemma":[0.9910502,0.0009850332,0.001244438,0.0002077171,0.003375021,0.003137599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002198242,0.0001791595,0.940848,0.00005995114,0.00004710975,0.0002779946,0.03482869,0.0004083786,0.0004454632,0.001684474,0.002254781,0.01874617],"study_design_scores_gemma":[0.000008314983,0.00002088024,0.9147518,0.00006438869,0.00001610474,0.00005848333,0.08250996,0.0002932097,0.0001265712,0.000247059,0.001867686,0.00003544559],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938834,0.0002203859,0.00005571767,0.0004508528,0.000006004278,0.00001915158,0.0002102037,0.000005514167,0.005148779],"genre_scores_gemma":[0.9991748,0.0001293151,0.00006115724,0.00005502301,0.000002149692,0.000007604071,0.00008428904,0.000002627911,0.0004830295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05100963,"threshold_uncertainty_score":0.3701025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04864038200569192,"score_gpt":0.3479383400567969,"score_spread":0.2992979580511049,"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."}}