{"id":"W7113021986","doi":"","title":"Transforming Doctorate Education: Views from Supervisors","year":2024,"lang":"en","type":"article","venue":"Pure (Coventry University)","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research","funders":"","keywords":"Curriculum; Higher education; Professional development; Doctoral studies; Curriculum development; Transformative learning; Mentorship; Faculty development","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01339506,0.0002393788,0.0003017917,0.0006639409,0.01258449,0.008275029,0.0009366719,0.002237158,0.003744156],"category_scores_gemma":[0.01954624,0.0003959945,0.0002664131,0.0007677235,0.008932266,0.00268171,0.005959029,0.008845076,0.0005274742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005161582,"about_ca_system_score_gemma":0.009249148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009643753,"about_ca_topic_score_gemma":0.01308344,"domain_scores_codex":[0.9904485,0.00647422,0.0002016949,0.0002927429,0.00105146,0.001531446],"domain_scores_gemma":[0.975566,0.00898679,0.001711694,0.0003802041,0.002323135,0.01103225],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005962497,0.0001081183,0.01808996,0.0001902504,0.000007765212,0.0007302545,0.9212511,0.0001562276,0.0006854763,0.01493364,0.02942274,0.01436496],"study_design_scores_gemma":[0.000008134287,0.00007461008,0.003618856,0.0002219229,0.000003490229,0.0003018269,0.9155755,0.00008248783,0.0001852074,0.0007320081,0.07917813,0.00001794475],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7306185,0.004885898,0.0025372,0.1885101,0.001320699,0.00011389,0.0001465509,0.0000974018,0.07176957],"genre_scores_gemma":[0.9743123,0.001969593,0.0003246595,0.01210657,0.0002156216,0.000048472,0.00002758567,0.00003005092,0.01096515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9866049,"threshold_uncertainty_score":0.07084066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1787391428317629,"score_gpt":0.4542930098872673,"score_spread":0.2755538670555043,"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."}}