{"id":"W3038953388","doi":"10.1108/qram-11-2019-0127","title":"Performance in neo-liberal doctorates: the making of academics","year":2020,"lang":"en","type":"article","venue":"Qualitative Research in Accounting & Management","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières; Université Laval","funders":"","keywords":"Reflexivity; Habitus; Originality; Sociology; Construal level theory; Field (mathematics); Value (mathematics); Ethnography; Pedagogy; Public relations; Political science; Social science; Qualitative research","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01005561,0.0001143805,0.0002207554,0.0003116041,0.0004206601,0.00002190976,0.0005206199,0.00009217767,0.0001286155],"category_scores_gemma":[0.0006507228,0.00008914648,0.00003526354,0.001677389,0.0001919454,0.0002783398,0.0004725032,0.001623324,0.0001447503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000340397,"about_ca_system_score_gemma":0.0001671501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001611596,"about_ca_topic_score_gemma":0.0001274243,"domain_scores_codex":[0.9950618,0.002484569,0.0007695845,0.0002954,0.0006766908,0.0007119693],"domain_scores_gemma":[0.9980019,0.001244417,0.0002025028,0.000225969,0.0002806244,0.00004460043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001511509,0.0001990723,0.08207866,0.003510099,0.00005839955,0.000006990824,0.7523778,0.0008896823,0.00003455008,0.1292946,0.01531393,0.01608499],"study_design_scores_gemma":[0.0007934188,0.00006959349,0.1427772,0.001337844,0.000005376033,7.760636e-8,0.7665014,0.007087588,0.000002400747,0.005057539,0.07618887,0.0001786821],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8531767,0.0004551439,0.000072423,0.09221037,0.0002533135,0.001746717,0.00001092963,0.00003599726,0.05203844],"genre_scores_gemma":[0.9965322,0.0003619753,0.00059292,0.001428348,0.0001655768,0.0003491992,0.000006162818,0.00001696663,0.0005466528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1433555,"threshold_uncertainty_score":0.7052624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.705835940256639,"score_gpt":0.6892037605350413,"score_spread":0.0166321797215977,"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."}}