{"id":"W2972799976","doi":"10.28945/4254","title":"International Curriculum and Conceptual Approaches to Doctoral Programs in Leadership Studies","year":2019,"lang":"en","type":"article","venue":"International journal of doctoral studies","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coursework; Educational leadership; Context (archaeology); Leadership studies; Curriculum; Experiential learning; Teacher leadership; Leadership style; Pedagogy; Engineering ethics; Sociology; Political science; Public relations; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008182127,0.0002312899,0.0005437128,0.0004141697,0.0001446516,0.0000427915,0.000503634,0.0001019001,0.0001841391],"category_scores_gemma":[0.0006520931,0.0001790324,0.0001223406,0.0002138632,0.0002358544,0.0005081377,0.000358722,0.0005996744,0.00009555204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006705703,"about_ca_system_score_gemma":0.0001557244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009361459,"about_ca_topic_score_gemma":0.0003661064,"domain_scores_codex":[0.9973733,0.0002267454,0.001017163,0.0002830365,0.0006983568,0.0004013927],"domain_scores_gemma":[0.9975338,0.0003579998,0.0005182973,0.0001189098,0.001308307,0.0001627026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002316645,0.0004444945,0.888573,0.000109662,0.001373642,0.00003220258,0.06635249,0.0001242505,0.00004907104,0.02361862,0.00892242,0.01016849],"study_design_scores_gemma":[0.003444638,0.0006575366,0.09997784,0.001713008,0.00005860667,0.00004075405,0.6677298,0.00008252104,0.00001153986,0.001993238,0.2238126,0.0004779992],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9443113,0.007163839,0.00001367531,0.03670268,0.01023344,0.0004806991,0.00001204872,0.00002423431,0.001058129],"genre_scores_gemma":[0.993307,0.001780914,0.001001943,0.0008323593,0.001513266,0.00006511789,0.000007936632,0.00001763166,0.001473829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7885951,"threshold_uncertainty_score":0.7300732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8177818695308302,"score_gpt":0.5607411763613316,"score_spread":0.2570406931694986,"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."}}