{"id":"W7134276579","doi":"10.26181/14593884","title":"Higher education leadership and context: a study of university vice-chancellors and presidents","year":2021,"lang":"","type":"article","venue":"La Trobe University","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Articulation (sociology); Higher education; Perspective (graphical); Coherence (philosophical gambling strategy); Work (physics); Task (project management); Position (finance)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009119615,0.0004480355,0.0008765912,0.00198204,0.02573106,0.01034375,0.0016327,0.001562051,0.005243324],"category_scores_gemma":[0.01489191,0.000730005,0.0002455656,0.002158246,0.00735879,0.004280576,0.004898223,0.004158635,0.0005196785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009013334,"about_ca_system_score_gemma":0.009997261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07395346,"about_ca_topic_score_gemma":0.1617042,"domain_scores_codex":[0.9893992,0.006518106,0.0002133542,0.0004838287,0.0008636628,0.002521807],"domain_scores_gemma":[0.986611,0.005807882,0.002123839,0.0002916612,0.001335959,0.003829548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002630614,0.0001384374,0.0127346,0.00003641524,0.000002749536,0.00037006,0.9821386,0.000006144263,0.0001378296,0.0009078455,0.0007528238,0.002748237],"study_design_scores_gemma":[0.000003162166,0.0000333959,0.008079778,0.00003101444,0.00000122219,0.00005616096,0.9877561,0.00001422707,0.00002680952,0.00007804349,0.003914716,0.000005324863],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994346,0.0003946288,0.0001044429,0.001158615,0.00003731198,0.00002963498,0.00001755968,0.000004156635,0.003907632],"genre_scores_gemma":[0.9972922,0.0002792654,0.00007607473,0.0005709412,0.00002803837,0.00004184411,0.00001741593,0.000008197826,0.001686026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07395346,"threshold_uncertainty_score":0.147046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03012350499455525,"score_gpt":0.2583478752723327,"score_spread":0.2282243702777774,"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."}}