{"id":"W2016603379","doi":"10.1108/lm-04-2013-0029","title":"Leadership development to transform a library","year":2014,"lang":"en","type":"article","venue":"Library Management","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Leadership development; Originality; Transformative learning; Value (mathematics); Public relations; Sociology; Management; Business; Knowledge management; Political science; Computer science; Economics; Pedagogy; Qualitative research","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008263813,0.0006662993,0.0002241104,0.001190358,0.02568802,0.01147479,0.003144906,0.002052379,0.01443597],"category_scores_gemma":[0.01212461,0.0003478311,0.0005028467,0.001550729,0.01223802,0.004875241,0.01260397,0.00469473,0.002929065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02511788,"about_ca_system_score_gemma":0.05725946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06109244,"about_ca_topic_score_gemma":0.1474822,"domain_scores_codex":[0.9800607,0.01106467,0.0003022616,0.0008208404,0.002860802,0.004890841],"domain_scores_gemma":[0.9858332,0.00202394,0.0009094378,0.0008058517,0.002613717,0.007813782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002152254,0.002078814,0.02201441,0.0009010985,0.00006229438,0.0113315,0.3344018,0.002225685,0.003470559,0.1845829,0.16755,0.2711657],"study_design_scores_gemma":[0.00004781375,0.0003317704,0.005552997,0.0003804897,0.00002320277,0.001865736,0.2967891,0.001101349,0.00195495,0.007506952,0.6843755,0.0000700498],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2938752,0.001181361,0.0292741,0.07577718,0.001518684,0.0008547358,0.00006256629,0.001028261,0.5964279],"genre_scores_gemma":[0.9108408,0.0005936052,0.01075747,0.007881745,0.0001908677,0.0001768132,0.00005264106,0.0001565069,0.06934948],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06109244,"threshold_uncertainty_score":0.1822438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03223079785840419,"score_gpt":0.2432967649939313,"score_spread":0.2110659671355271,"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."}}