{"id":"W3046718477","doi":"10.1108/cdi-09-2019-0232","title":"Career success in academia","year":2020,"lang":"en","type":"article","venue":"Career Development International","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Originality; Competence (human resources); Public relations; Exploit; Value (mathematics); Psychology; Sociology; Political science; Social psychology; Creativity","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003559639,0.00007282969,0.00008180913,0.00006036972,0.00009995442,0.00006276603,0.000465323,0.0001785429,0.002337823],"category_scores_gemma":[0.0003051256,0.00007847,0.00002647707,0.0002311347,0.00006822342,0.0001754434,0.00006461902,0.0003400554,0.0002678164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004030962,"about_ca_system_score_gemma":0.0006029765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000332165,"about_ca_topic_score_gemma":0.0008822571,"domain_scores_codex":[0.9987672,0.00006033971,0.0002263992,0.0002168437,0.0005376394,0.0001916071],"domain_scores_gemma":[0.9995188,0.00004672173,0.00003805098,0.00005309926,0.0001747019,0.0001685886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007481113,0.0000241741,0.918263,0.000004378274,0.00001256241,0.000002814458,0.06009692,0.00001028477,0.00001822224,0.004834474,0.01080389,0.005921778],"study_design_scores_gemma":[0.0001383392,0.000001906461,0.3693979,0.000007662708,9.407108e-7,1.168441e-7,0.001205105,0.000006586206,0.0001314973,0.0001399835,0.6288724,0.00009756957],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8718636,0.00004600145,0.0002979935,0.07015608,0.001496491,0.0001822652,0.000006677258,0.00009611353,0.0558548],"genre_scores_gemma":[0.9923215,0.00000914965,0.001319885,0.004035014,0.0003319708,0.00003268964,0.00003511279,0.000006348218,0.001908352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6180685,"threshold_uncertainty_score":0.9985742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09939950494201398,"score_gpt":0.3572924547361118,"score_spread":0.2578929497940978,"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."}}