{"id":"W248490076","doi":"10.29173/slw6818","title":"Librarians and leadership: The change we seek","year":2007,"lang":"en","type":"article","venue":"School Libraries Worldwide","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Educational leadership; Service (business); Sociology; Professional development; School library; Public relations; Curriculum development; Political science; Medical education; Pedagogy; Library science; Medicine; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01491485,0.0003881586,0.0007198248,0.001810422,0.01481195,0.02101499,0.00109096,0.005863395,0.008421917],"category_scores_gemma":[0.02213818,0.0004475069,0.0005445093,0.001522253,0.01998021,0.01503182,0.01046171,0.00950348,0.004101811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005504156,"about_ca_system_score_gemma":0.01913407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002870406,"about_ca_topic_score_gemma":0.005527186,"domain_scores_codex":[0.9682547,0.02018314,0.0005821213,0.001305199,0.00509573,0.004579105],"domain_scores_gemma":[0.9666768,0.00650298,0.002528838,0.001089072,0.004585559,0.01861671],"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":[0.0001030425,0.001061098,0.03062855,0.0006571693,0.00009974902,0.001075674,0.2184552,0.0001409151,0.001177003,0.1715777,0.3099999,0.265024],"study_design_scores_gemma":[0.00009312413,0.0002720862,0.01025788,0.0007924071,0.00003802223,0.0007653402,0.2760675,0.0001963516,0.0005090195,0.07924414,0.6316763,0.00008784486],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05204703,0.01032702,0.003767128,0.8400388,0.002664996,0.0000655318,0.00003253689,0.0002876857,0.09076927],"genre_scores_gemma":[0.7988235,0.00706342,0.003051443,0.153557,0.001955071,0.0001084397,0.00004639064,0.0001272012,0.03526744],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02101499,"threshold_uncertainty_score":0.07887816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1041652990418641,"score_gpt":0.2864193447532418,"score_spread":0.1822540457113778,"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."}}