{"id":"W2994678916","doi":"10.5325/jgeneeduc.67.3-4.0290","title":"University Studies Leadership: Vision and Challenge","year":2018,"lang":"en","type":"article","venue":"The Journal of General Education","topic":"Educator Training and Historical Pedagogy","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"State (computer science); Pedagogy; Quarter (Canadian coin); Sociology; Capstone; Higher education; Political science; Law; History","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":[0.0008002396,0.00003350468,0.00006769956,0.00005240209,0.0004979577,0.000009588569,0.0001090178,0.0000267818,0.0000251701],"category_scores_gemma":[0.0001398768,0.00002294409,0.00001940713,0.00009246737,0.000411217,0.0001147574,0.000009133287,0.00008397302,0.000005215708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001348523,"about_ca_system_score_gemma":0.0004087185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003275616,"about_ca_topic_score_gemma":0.0004777752,"domain_scores_codex":[0.9994561,0.0002173056,0.00007870458,0.00003783167,0.0001259722,0.00008405877],"domain_scores_gemma":[0.9994382,0.00008954765,0.0001096848,0.00004674272,0.0002526902,0.00006313567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009701648,0.0002121925,0.0007156348,0.00001565203,0.00006068279,6.841022e-7,0.7292751,0.00000176363,0.0004900026,0.03342756,0.1123495,0.1233543],"study_design_scores_gemma":[0.0001072978,0.0003099204,0.003315235,0.00003401081,0.00004915607,0.000005744565,0.5124078,0.000001744148,0.00003232665,0.002362288,0.4813171,0.00005742232],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9381582,0.007590527,0.00002299951,0.03815266,0.00229246,0.00003673699,1.572172e-7,0.000006608339,0.01373969],"genre_scores_gemma":[0.9873087,0.00244108,0.0002329136,0.0002133801,0.002339852,5.755634e-8,7.807884e-8,0.000002227946,0.007461724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3689676,"threshold_uncertainty_score":0.3829938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2815921526359303,"score_gpt":0.4449007109930397,"score_spread":0.1633085583571094,"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."}}