{"id":"W2082546021","doi":"10.1108/01435121111132275","title":"Exemplary public library branch managers: their characteristics and effectiveness","year":2011,"lang":"en","type":"article","venue":"Library Management","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Originality; Public relations; Curriculum; Perception; Psychology; Library management; Personality; Profiling (computer programming); Knowledge management; Business; Medical education; Computer science; Political science; Library science; Social psychology; Pedagogy; Creativity","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":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003674269,0.0001795551,0.0001798908,0.000271837,0.0005020524,0.0008139372,0.0006508124,0.00007194324,0.00245153],"category_scores_gemma":[0.00001021469,0.000156184,0.00006101587,0.0006705705,0.0002752877,0.04384666,0.0004819311,0.0001088933,0.0001568184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009391148,"about_ca_system_score_gemma":0.0000586373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003338793,"about_ca_topic_score_gemma":5.038179e-7,"domain_scores_codex":[0.9983819,0.0002577812,0.0002821256,0.0003061974,0.0002584406,0.0005136064],"domain_scores_gemma":[0.9991963,0.00008566985,0.00011126,0.0003096464,0.00000847585,0.000288637],"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":[0.0000417269,0.00008741843,0.135748,0.0001891954,0.00005215789,0.00002897758,0.008620811,9.303881e-8,0.000001876277,0.7817782,0.01069833,0.06275328],"study_design_scores_gemma":[0.0001743618,0.00003343936,0.3289571,0.00004598467,0.00000673245,0.000001054527,0.001512554,0.00002781674,0.00008408676,0.01109512,0.6578616,0.0002000486],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2412226,0.0001948022,0.0002533636,0.004230379,0.0005568545,0.0007244596,0.0000294882,0.0006335495,0.7521545],"genre_scores_gemma":[0.9785281,0.0013014,0.001458275,0.008661918,0.0001964195,0.00005979291,0.0001029283,0.0000276137,0.009663568],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.770683,"threshold_uncertainty_score":0.9984604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02858630358963982,"score_gpt":0.225167512968085,"score_spread":0.1965812093784452,"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."}}