{"id":"W4321507227","doi":"10.1108/s1535-1203202315","title":"Advances in Global Leadership","year":2023,"lang":"en","type":"book","venue":"","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"San José State University; Case Western Reserve University; Aalborg Universitet; George Mason University","keywords":"Political science","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000266281,0.00009647036,0.0001376412,0.00004181314,0.0000839135,0.00003702909,0.0002103563,0.0001775069,0.001128052],"category_scores_gemma":[0.00006258405,0.00009699487,0.00003720368,0.0002350382,0.00009889544,0.0001505641,0.00001799148,0.0001067468,0.002856248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001030737,"about_ca_system_score_gemma":0.002790468,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005262761,"about_ca_topic_score_gemma":0.04464735,"domain_scores_codex":[0.9988969,0.00003196583,0.0001595586,0.0002030292,0.0004391124,0.0002694383],"domain_scores_gemma":[0.9996767,0.00006701322,0.00006857454,0.00008598316,0.00003566266,0.00006605445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001790393,0.00001085463,0.002002348,0.00002153636,0.000003154943,0.000006951765,0.003820725,0.000001212409,5.872071e-9,0.3458776,0.6199675,0.02828634],"study_design_scores_gemma":[0.00004426379,0.00000252351,0.001844431,0.00008173579,0.000001392039,5.240377e-8,0.001831802,4.499478e-8,8.083411e-8,0.05101918,0.9450495,0.0001249511],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000003326952,0.001565966,0.0000107031,0.003372535,0.00129758,0.0001270735,0.000005578007,0.0001059434,0.9935113],"genre_scores_gemma":[0.0001144332,0.003439423,0.000114357,0.0007717318,0.0004377709,0.00001940727,0.00001480196,0.00000835514,0.9950797],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3250821,"threshold_uncertainty_score":0.9997851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06743869837140169,"score_gpt":0.3656853203227168,"score_spread":0.2982466219513151,"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."}}