{"id":"W3196735965","doi":"10.47678/cjhe.vi0.189321","title":"Book review of \"The New PhD: How to Build a Better Graduate Education\"","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Graduate education; Graduate students; Sociology; Engineering ethics; Mathematics education; Library science; Medical education; Psychology; Pedagogy; Engineering; Computer science; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002739874,0.0001120858,0.0002417011,0.0001769473,0.0003419215,0.00002098262,0.0002907371,0.00008032516,0.008118675],"category_scores_gemma":[0.0004094348,0.00009072162,0.0001425141,0.0005349059,0.00003424117,0.0001968532,0.0000176925,0.0004494103,0.00007853596],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005276544,"about_ca_system_score_gemma":0.04976061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002475072,"about_ca_topic_score_gemma":0.003627652,"domain_scores_codex":[0.9984908,0.0003010854,0.0005582734,0.0001351864,0.0002245029,0.0002901893],"domain_scores_gemma":[0.9964601,0.00007491987,0.0005029701,0.000400224,0.001673291,0.0008885225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[9.986085e-7,0.0000471837,0.001698176,0.0004404634,0.00001767033,3.932098e-7,0.00120035,6.33938e-7,0.00002573819,0.001131197,0.9928522,0.002585041],"study_design_scores_gemma":[0.00008496587,0.00001583567,0.05228994,0.004928446,0.00005960593,0.00001389333,0.000982345,6.131064e-8,0.00002520585,0.000568946,0.9409466,0.00008413992],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.004660154,0.3178294,0.00002048135,0.6620474,0.01227732,0.0003360908,0.0000114344,0.00000337647,0.00281427],"genre_scores_gemma":[0.03333004,0.006117885,0.001591279,0.4064122,0.004539585,0.00006514203,0.00002585635,0.00003684838,0.5478812],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.545067,"threshold_uncertainty_score":0.992788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1560850771918604,"score_gpt":0.4770531680954616,"score_spread":0.3209680909036012,"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."}}