{"id":"W4200094013","doi":"10.6000/1929-4409.2021.10.172","title":"The Role of Contexts in the Construction of Academic Identity in Selected South African Universities","year":2021,"lang":"en","type":"article","venue":"International Journal of Criminology and Sociology","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Agency (philosophy); Identity (music); Subjectivity; Sociology; Promotion (chess); Autonomy; Academic freedom; Higher education; Public relations; Career Pathways; Qualitative research; Political science; Pedagogy; Social science; Medical education; Epistemology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.009754589,0.000265521,0.0005907493,0.002416665,0.01207719,0.006374485,0.0009155213,0.0009443877,0.002628958],"category_scores_gemma":[0.0148435,0.0004359579,0.0001677892,0.00334707,0.009666491,0.003657154,0.005912198,0.001299609,0.0001424729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008112068,"about_ca_system_score_gemma":0.006636751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01364268,"about_ca_topic_score_gemma":0.02283138,"domain_scores_codex":[0.9911609,0.006484675,0.0003307068,0.0003142347,0.0003379356,0.001371591],"domain_scores_gemma":[0.9875084,0.00942237,0.001265333,0.000253099,0.0004986385,0.001052162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002580911,0.00002105874,0.006935944,0.00007400089,0.00000200892,0.0003688299,0.984385,0.00004239022,0.000301166,0.004069621,0.00007457787,0.003699683],"study_design_scores_gemma":[9.340847e-7,0.000009672738,0.003297182,0.0000732092,0.000001754522,0.00005137272,0.9941528,0.00003649207,0.0001180368,0.0004872078,0.00176685,0.00000440926],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947083,0.0003513535,0.0004747257,0.0005720144,0.0000140943,0.00004247898,0.0000242608,0.000001746741,0.003810959],"genre_scores_gemma":[0.9987685,0.0002750412,0.0001853454,0.00007207991,0.000003364336,0.00003295693,0.000006336469,0.000002315618,0.0006540454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01364268,"threshold_uncertainty_score":0.0588575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02510368025253076,"score_gpt":0.3394251117038843,"score_spread":0.3143214314513536,"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."}}