{"id":"W2962316688","doi":"10.1080/02602938.2019.1637819","title":"Voices at the gate: Faculty members’ and students’ differing perspectives on the purposes of the PhD comprehensive examination","year":2019,"lang":"en","type":"article","venue":"Assessment & Evaluation in Higher Education","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Gatekeeping; Psychology; Medical education; Final examination; Empirical examination; Identity (music); Function (biology); Higher education; Affect (linguistics); Pedagogy; Perspective (graphical); Mathematics education; Medicine; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001532931,0.0001452279,0.0001532869,0.00008020776,0.0007352473,0.00003683168,0.0002762503,0.00008423984,0.003375002],"category_scores_gemma":[0.0001053332,0.00007784201,0.00004711752,0.0003060587,0.0001060562,0.0001810606,0.0001445167,0.0003456274,0.00004268277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008648811,"about_ca_system_score_gemma":0.0004576416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003261983,"about_ca_topic_score_gemma":0.0002306978,"domain_scores_codex":[0.9965775,0.00169666,0.0004065181,0.0002903567,0.0008389046,0.0001900453],"domain_scores_gemma":[0.9973765,0.00108092,0.0004432978,0.0004509573,0.0006148582,0.00003344724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002991852,0.001018162,0.7996368,0.0001758388,0.0001049662,2.240699e-8,0.1005914,0.0008925124,0.000990821,0.08744289,0.006549369,0.002567276],"study_design_scores_gemma":[0.0003907192,0.00003698592,0.8891584,0.0001531399,0.0000434142,1.594708e-7,0.1020524,0.0004146793,0.00001669894,0.0005716335,0.007084589,0.00007717483],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9632757,0.0005185173,0.000001788903,0.02380107,0.002191416,0.002605771,0.00001099963,0.00001353189,0.007581252],"genre_scores_gemma":[0.9889706,0.0001506542,0.00002531631,0.0005268243,0.0001575542,0.001428537,0.00004868345,0.00001330824,0.008678489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08952153,"threshold_uncertainty_score":0.9975361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3458290584160393,"score_gpt":0.5752187854825841,"score_spread":0.2293897270665448,"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."}}