{"id":"W2272918813","doi":"","title":"Exploring the challenges of network leadership in Australasian Tertiary associations","year":2012,"lang":"en","type":"article","venue":"Queensland's institutional digital repository (The University of Queensland)","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Workplace Health, Safety and Compensation Commission","funders":"","keywords":"Library science; Higher education; Management; Futures contract; Sociology; Media studies; Political science","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":[0.01868734,0.0002133209,0.0002468711,0.001383469,0.0200654,0.01556866,0.001945317,0.002429795,0.008056731],"category_scores_gemma":[0.01958337,0.0003886872,0.0002190917,0.002309308,0.01274853,0.009685503,0.01171274,0.004336193,0.0004710224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0191615,"about_ca_system_score_gemma":0.02927868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05220117,"about_ca_topic_score_gemma":0.16493,"domain_scores_codex":[0.9837451,0.01195113,0.0002263072,0.0004069806,0.001119133,0.002551278],"domain_scores_gemma":[0.9762131,0.009142811,0.002076362,0.0004855492,0.003122063,0.008960067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004095363,0.0001278847,0.01610168,0.0002047996,0.00001260745,0.001086192,0.8498789,0.0002377058,0.0001373353,0.07046606,0.01192524,0.04978061],"study_design_scores_gemma":[0.000004818266,0.00003113966,0.00495444,0.0001939268,0.000003227402,0.0001303208,0.9504586,0.0001800754,0.00003921493,0.007315353,0.03668078,0.000008186054],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6968753,0.006018845,0.003073415,0.1453536,0.000922945,0.0001346029,0.00003324908,0.00003306814,0.1475551],"genre_scores_gemma":[0.9885454,0.001602922,0.0006357204,0.001567915,0.00005865237,0.00003409004,0.000008048684,0.00001361077,0.007533685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05220117,"threshold_uncertainty_score":0.1390271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1632645044252489,"score_gpt":0.295065931138181,"score_spread":0.1318014267129322,"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."}}