{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.001022499,0.0001434021,0.0001290796,0.000168157,0.001323195,0.001443766,0.0006346738,0.00008860875,0.001432937],"category_scores_gemma":[0.0002904946,0.0001015875,0.00005611852,0.001036492,0.0009005599,0.03111648,0.0001372634,0.0002820516,0.0003151936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001889166,"about_ca_system_score_gemma":0.000251857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002057878,"about_ca_topic_score_gemma":0.00006624225,"domain_scores_codex":[0.9982694,0.0001311404,0.0003101639,0.0002125455,0.0004384855,0.0006382272],"domain_scores_gemma":[0.9987059,0.0004923458,0.0001155888,0.0002734059,0.00002822326,0.0003845838],"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":[0.00003341645,0.00001444334,0.03008905,0.0000168951,0.00001123214,0.000006666852,0.05509303,4.231894e-7,0.000006362196,0.799256,0.08390404,0.0315685],"study_design_scores_gemma":[0.000124862,0.00001767058,0.03638639,0.00002879564,0.000004355516,0.000001904059,0.03093967,0.0000122138,0.00008734768,0.01296624,0.9192779,0.0001526535],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01124357,0.007483505,0.0004495865,0.464296,0.001482458,0.0009445445,0.00001759801,0.0006340062,0.5134487],"genre_scores_gemma":[0.6947575,0.001174186,0.003677666,0.1694449,0.004161903,0.00006163945,0.00003106695,0.00004264539,0.1266485],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8353739,"threshold_uncertainty_score":0.9999769,"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."}}