{"id":"W4200445713","doi":"10.1080/00131911.2021.2000368","title":"“Being” a Head of Department in an English University","year":2021,"lang":"en","type":"article","venue":"Educational Review","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Narrative; Context (archaeology); Head (geology); Politics; Academic department; Sociology; Pedagogy; Work (physics); Public relations; Higher education; Psychology; Political science; Engineering; Linguistics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001407337,0.00005772528,0.0001267245,0.00005909512,0.00004901157,0.00001673586,0.00009402227,0.000008406609,0.001698814],"category_scores_gemma":[0.0002045955,0.00006005565,0.00003068788,0.0005949159,0.0000142562,0.0003397731,0.00008129342,0.00002760253,0.00005989865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003147461,"about_ca_system_score_gemma":0.0000585219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002922471,"about_ca_topic_score_gemma":0.0002570925,"domain_scores_codex":[0.9995103,0.00001184669,0.0001394117,0.0001293195,0.0001370077,0.000072154],"domain_scores_gemma":[0.9994603,0.00002714391,0.00007235239,0.00009705922,0.0003373489,0.000005831997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003734355,0.0004009441,0.3374417,0.002454299,0.00002385969,0.000004447522,0.00006665745,0.000009187239,0.000004491926,0.6303537,0.02659851,0.002638428],"study_design_scores_gemma":[0.0001216233,0.000002485716,0.3008569,0.0005971135,0.0000417652,1.680484e-7,0.0001250974,0.0000096865,0.000002530053,0.003902972,0.6942536,0.00008602574],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.44393,0.121026,0.0001460422,0.04647077,0.001974984,0.001471332,0.00001526178,0.0001147356,0.3848509],"genre_scores_gemma":[0.9703596,0.01443749,0.001214068,0.008414175,0.001225173,0.00001321849,0.0006152805,0.00001829467,0.003702744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6676551,"threshold_uncertainty_score":0.9992138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02138152585903472,"score_gpt":0.2612981086254857,"score_spread":0.239916582766451,"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."}}