{"id":"W2972728607","doi":"10.28945/4113","title":"The PhD Experience: A Review of the Factors Influencing Doctoral Students’ Completion, Achievement, and Well-Being","year":2018,"lang":"en","type":"review","venue":"International journal of doctoral studies","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":576,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Psychology; Socialization; Attrition; Mental health; Identity (music); Medical education; Pedagogy; Social psychology; 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":[],"consensus_categories":[],"category_scores_codex":[0.00162188,0.0003865707,0.001406726,0.0001561891,0.001268193,0.00006414959,0.001691377,0.0001375294,0.0001284654],"category_scores_gemma":[0.001465141,0.0001845997,0.0006135782,0.0002890074,0.0005719999,0.000236517,0.0009745111,0.000942548,0.00001411466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006604007,"about_ca_system_score_gemma":0.0005347035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009934863,"about_ca_topic_score_gemma":0.0001089279,"domain_scores_codex":[0.994575,0.0009144528,0.002523889,0.0002454461,0.001389623,0.000351539],"domain_scores_gemma":[0.9918182,0.001306967,0.003752182,0.0003266986,0.002678528,0.0001174458],"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":[0.0001937233,0.001355568,0.3057725,0.1400147,0.02419514,0.00003294056,0.1375034,0.000001998567,0.000004122984,0.02251974,0.2186799,0.1497263],"study_design_scores_gemma":[0.0002137036,0.00006569325,0.004940299,0.0894421,0.0003832529,0.00001312338,0.007226001,1.371228e-7,2.974721e-7,0.0002049524,0.8973576,0.0001528145],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01246422,0.9762421,0.000003456282,0.002165836,0.008137481,0.0007348274,0.00002769994,0.000009937689,0.0002144998],"genre_scores_gemma":[0.003404642,0.9941429,0.00003425996,0.0004432595,0.001261755,0.00007086223,0.000007445773,0.00002563945,0.0006092049],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6786777,"threshold_uncertainty_score":0.9754047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4007134922192364,"score_gpt":0.5988778612439721,"score_spread":0.1981643690247357,"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."}}