{"id":"W4388525372","doi":"10.1108/978-1-80382-701-820231013","title":"Research Management as Labyrinthine – How and Why People Become and Remain Research Managers and Administrators Around the World","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"International Science and Diplomacy","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"","keywords":"Publishing; Emerald; Insider; License; Administration (probate law); Ethos; Political science; Management; Public relations; Sociology; Law","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":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.009391602,0.0001910517,0.0002109456,0.0007700046,0.002029158,0.00138677,0.0005995389,0.0001472864,0.0005193156],"category_scores_gemma":[0.0002451123,0.0001396926,0.00004226178,0.0005284084,0.002302743,0.000280555,0.0008825838,0.0007407496,0.0001454843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000151495,"about_ca_system_score_gemma":0.0001500515,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00527356,"about_ca_topic_score_gemma":0.132254,"domain_scores_codex":[0.995841,0.0002636028,0.000193911,0.0006846846,0.002371203,0.0006455915],"domain_scores_gemma":[0.9975383,0.001528118,0.00006086982,0.0002981429,0.0002949093,0.0002796617],"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":[0.00001474919,0.000006452096,0.0002635553,0.00003745782,0.00004046734,0.00007791186,0.001467982,8.848343e-8,9.456643e-7,0.9614872,0.03461219,0.001991001],"study_design_scores_gemma":[0.0001187646,0.00007310314,0.001598349,0.0001065222,0.00001306536,0.000003486458,0.01686153,0.00001170324,0.000001813175,0.3493349,0.6316963,0.0001804353],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004443527,0.0002163846,0.000001886579,0.06760464,0.0001467493,0.0007159316,0.000009101445,0.00005053919,0.9268112],"genre_scores_gemma":[0.08626401,0.00334705,0.00006124935,0.0004010957,0.0002794593,0.00003643028,0.000005362825,0.00002502065,0.9095803],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6121523,"threshold_uncertainty_score":0.9996499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1404145039991245,"score_gpt":0.4515887412752079,"score_spread":0.3111742372760834,"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."}}