{"id":"W2589271720","doi":"10.1080/1360144x.2017.1291429","title":"Leadership in an international collaborative writing groups (ICWG) initiative: implications for academic development","year":2017,"lang":"en","type":"article","venue":"The International Journal for Academic Development","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Scholarship; Collaborative leadership; Leadership development; Value (mathematics); Shared leadership; Sociology; Educational leadership; Public relations; Pedagogy; Leadership style; Psychology; Political science; Engineering ethics; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.005633169,0.0001981634,0.0001825517,0.0002482895,0.00340589,0.0006670069,0.002955242,0.0001983344,0.0001009669],"category_scores_gemma":[0.001629064,0.0001749715,0.00007240067,0.0001107951,0.0001956005,0.001814867,0.0001878472,0.0009418064,0.00002143297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001519425,"about_ca_system_score_gemma":0.002083628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002222068,"about_ca_topic_score_gemma":0.0003192948,"domain_scores_codex":[0.9972907,0.0001732665,0.000911867,0.0003315272,0.0007639351,0.0005287286],"domain_scores_gemma":[0.9968948,0.0006937515,0.0009135468,0.0001833503,0.00111435,0.0002002261],"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":[0.0006727241,0.0004042975,0.1773283,0.00003607546,0.0009323114,0.00001026148,0.2496528,0.0002882533,0.00121185,0.2249773,0.02247618,0.3220096],"study_design_scores_gemma":[0.001177722,0.00002359253,0.2749621,0.0001900145,0.00001660149,0.00001612153,0.02863387,0.00005112864,0.0004633892,0.009216472,0.6849409,0.0003081025],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6353337,0.0005544036,0.01787068,0.3159373,0.01480355,0.003290258,0.0001428608,0.0001203132,0.01194701],"genre_scores_gemma":[0.9822125,0.0007549226,0.008645535,0.002895071,0.002121277,0.0008654105,0.00009244557,0.00003075568,0.002382093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6624647,"threshold_uncertainty_score":0.9978915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4340330998426047,"score_gpt":0.4986284802042694,"score_spread":0.06459538036166468,"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."}}