{"id":"W1705965630","doi":"10.21083/partnership.v6i1.1449","title":"Peer Learning Crucial to Leadership Development","year":2011,"lang":"en","type":"article","venue":"Partnership The Canadian Journal of Library and Information Practice and Research","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Leadership development; Public relations; Shared leadership; Educational leadership; Neuroleadership; Psychology; Leadership style; Political science; Knowledge management; Pedagogy; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.00801897,0.0004073406,0.0004756083,0.000979186,0.01017528,0.008068484,0.001334358,0.001534226,0.01499864],"category_scores_gemma":[0.03941462,0.0003508566,0.0003100277,0.0005522699,0.007139851,0.004235534,0.008863125,0.003601448,0.003628302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0045728,"about_ca_system_score_gemma":0.02473617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01692111,"about_ca_topic_score_gemma":0.03182112,"domain_scores_codex":[0.9830332,0.008390965,0.0003362372,0.001070202,0.004496481,0.002672922],"domain_scores_gemma":[0.948428,0.008719875,0.003750398,0.001876613,0.01261538,0.02460968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001879105,0.0007680075,0.02601381,0.001056272,0.0001148437,0.003212303,0.1806027,0.0006386213,0.006733212,0.1015538,0.1626269,0.5164915],"study_design_scores_gemma":[0.0001049181,0.0005326682,0.03920774,0.001377798,0.00006171023,0.001074475,0.07828144,0.0007036144,0.002997592,0.07408178,0.8014503,0.0001261038],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1562348,0.008301036,0.03602251,0.1223763,0.004105364,0.0006429725,0.0001458675,0.0009727188,0.6711984],"genre_scores_gemma":[0.9436285,0.002210701,0.008194743,0.003604604,0.0007546323,0.0002862257,0.0000618735,0.0001635176,0.0410953],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01692111,"threshold_uncertainty_score":0.05017549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2326725713895704,"score_gpt":0.3783116027631325,"score_spread":0.1456390313735622,"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."}}