{"id":"W2768959339","doi":"10.1108/sgpe-d-17-00035","title":"Building on success? Future challenges for doctoral education globally","year":2017,"lang":"en","type":"article","venue":"Studies in Graduate and Postdoctoral Education","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Originality; Context (archaeology); Discipline; Accountability; Action (physics); Productivity; Higher education; Value (mathematics); Sociology; Work (physics); Political science; Public relations; Engineering ethics; Pedagogy; Social science; Economic growth; Engineering; Qualitative research; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06026617,0.0005519775,0.001301034,0.001600763,0.01738262,0.02547524,0.003378947,0.01133186,0.03453949],"category_scores_gemma":[0.05231176,0.0004856581,0.001131877,0.002112159,0.02162745,0.02359438,0.02818654,0.01568261,0.005624417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01003229,"about_ca_system_score_gemma":0.06367039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003050385,"about_ca_topic_score_gemma":0.004314602,"domain_scores_codex":[0.9631488,0.02149725,0.001156964,0.002297451,0.00444853,0.007450899],"domain_scores_gemma":[0.9261934,0.01952146,0.002026143,0.002993871,0.006730987,0.04253415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008322504,0.0002809615,0.003946246,0.001124129,0.00003440375,0.000656223,0.04004884,0.0005275141,0.0005547582,0.5280198,0.2151473,0.2095765],"study_design_scores_gemma":[0.00004029749,0.0001692133,0.003402006,0.002389672,0.00001082463,0.0006371879,0.1381521,0.0002823857,0.0002419228,0.197446,0.6571717,0.00005671097],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.007676526,0.01070956,0.0008484197,0.9450533,0.001442981,0.00002613431,0.00003373285,0.00003689203,0.03417247],"genre_scores_gemma":[0.6854838,0.05087363,0.01047876,0.180024,0.006230291,0.0004417379,0.0002799769,0.0002286131,0.06595922],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06026617,"threshold_uncertainty_score":0.3187218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5148808769076729,"score_gpt":0.6210629097574296,"score_spread":0.1061820328497567,"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."}}