{"id":"W2803706852","doi":"10.1007/s10734-018-0278-6","title":"The prospective shift away from academic career aspirations","year":2018,"lang":"en","type":"article","venue":"Higher Education","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Graduation (instrument); Prestige; Higher education; Psychology; Career development; Medical education; Sociology; Pedagogy; Political science; Medicine","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000261338,0.0001241402,0.0001045217,0.00005137443,0.002638976,0.00002918421,0.0002429255,0.0002080479,0.003453105],"category_scores_gemma":[0.0001082699,0.00009060909,0.00004352178,0.0002638194,0.0001621334,0.0002053918,0.00005234655,0.0005897848,0.003145644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003424301,"about_ca_system_score_gemma":0.001305453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0011591,"about_ca_topic_score_gemma":0.001135773,"domain_scores_codex":[0.9985778,0.0002362908,0.0003627679,0.0002759576,0.0002004199,0.000346787],"domain_scores_gemma":[0.9983823,0.000366682,0.000181873,0.0004390031,0.0004912741,0.0001389075],"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":[0.0000212282,0.0001543609,0.0876782,0.0000108752,0.00003980102,4.181335e-8,0.02259402,6.294477e-7,0.0001034018,0.4898418,0.3964253,0.00313033],"study_design_scores_gemma":[0.00008540595,0.00001960001,0.473248,0.00002665003,0.00001467215,5.039014e-8,0.002441601,0.000003052613,0.000009637871,0.01990109,0.5041807,0.00006945504],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5826792,0.004584011,0.0002444973,0.1511139,0.04105896,0.002193415,0.00008240289,0.0003755708,0.2176681],"genre_scores_gemma":[0.9329583,0.00009075107,0.0001776628,0.002272534,0.007439826,0.0008712208,0.00007687174,0.00002277928,0.05609004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4699407,"threshold_uncertainty_score":0.9986594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2738342789114946,"score_gpt":0.5361243265671805,"score_spread":0.2622900476556859,"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."}}